{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### url请求\n",
    "\n",
    "* 使用 request_html\n",
    "###  解析 URL 参数\n",
    "\n",
    "* 对链接进行解析，找出链接中的参数变化及其意义\n",
    "* 解析参数含义 urllib.parse.unquote()\n",
    "* 构建行业分类、职能分类及关键词参数模版，自动生成对应 URL\n",
    "###  解析 HTML 抓取页面、详细页内容，以及翻页爬取\n",
    "\n",
    "* 解析翻页参数，实现翻页抓取\n",
    "* 获取职位列表页面内容\n",
    "* 获取职业详细页面内容\n",
    "###  存储数据\n",
    "\n",
    "* 导出 Excel 文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 准备工作 导入基本模块\n",
    "import pandas as pd\n",
    "import requests_html\n",
    "from requests_html import HTMLSession\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解析url\n",
    "url = \"https://www.51job.com/\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 行业分类_xpath获取\n",
    "行业分类_xpath = '//div[@class=\"cn hlist\"]//div[contains(@class,\"e\")]//p[@class=\"tie\"]//a/@href'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业跳转页=r.html.xpath(行业分类_xpath)\n",
    "行业跳转页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/000000,000000,0000,32,9,99,%25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%25E5%258A%25A1,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/000000,000000,8050,32,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 在跳转页中添加工作职能和行业关键词的链接\n",
    "行业跳转页.insert(0,'https://search.51job.com/list/000000,000000,8050,32,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=')\n",
    "# 在跳转页中的搜索框输入关键词和行业领域的链接\n",
    "行业跳转页.insert(0,'https://search.51job.com/list/000000,000000,0000,32,9,99,%25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%25E5%258A%25A1,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=')\n",
    "行业跳转页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['互联网/电子商务', '金融/投资/证券', '汽车', '房地产']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分类名称 = r.html.xpath('//div[@class = \"cn hlist\"]//p//a/text()')\n",
    "分类名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '关键词', 1: '工作职能', 2: '互联网/电子商务', 3: '金融/投资/证券', 4: '汽车', 5: '房地产'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业跳转页_str = [\"关键词\",\"工作职能\",\"互联网/电子商务\",\"金融/投资/证券\",\"汽车\",\"房地产\"]\n",
    "{k:i for k,i in enumerate(行业跳转页_str)}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'关键词': ['https://search.51job.com/list/000000',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%25E5%258A%25A1',\n",
       "  '2',\n",
       "  '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='],\n",
       " '工作职能': ['https://search.51job.com/list/000000',\n",
       "  '000000',\n",
       "  '8050',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '+',\n",
       "  '2',\n",
       "  '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='],\n",
       " '互联网/电子商务': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '金融/投资/证券': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '03',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '汽车': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '33',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '房地产': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '26',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业跳转页_dict = {i:行业跳转页[k].split(',') for k,i in enumerate(行业跳转页_str)}\n",
    "行业跳转页_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>关键词</th>\n",
       "      <th>工作职能</th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://search.51job.com/list/000000</td>\n",
       "      <td>https://search.51job.com/list/000000</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000</td>\n",
       "      <td>8050</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>03</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%...</td>\n",
       "      <td>+</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 关键词  \\\n",
       "0               https://search.51job.com/list/000000   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6  %25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%...   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                                工作职能  \\\n",
       "0               https://search.51job.com/list/000000   \n",
       "1                                             000000   \n",
       "2                                               8050   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                  +   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                            互联网/电子商务  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                            金融/投资/证券  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 03   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                  汽车  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 33   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                 房地产  \n",
       "0               https://search.51job.com/list/030200  \n",
       "1                                             000000  \n",
       "2                                               0000  \n",
       "3                                                 26  \n",
       "4                                                  9  \n",
       "5                                                 99  \n",
       "6                                                %2B  \n",
       "7                                                  2  \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业跳转页_df = pd.DataFrame(行业跳转页_dict)\n",
    "行业跳转页_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>关键词</th>\n",
       "      <th>工作职能</th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000</td>\n",
       "      <td>8050</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    关键词  工作职能 互联网/电子商务 金融/投资/证券    汽车   房地产\n",
       "2  0000  8050     0000     0000  0000  0000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 工作职能\n",
    "行业跳转页_df.loc[[2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>关键词</th>\n",
       "      <th>工作职能</th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>03</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  关键词 工作职能 互联网/电子商务 金融/投资/证券  汽车 房地产\n",
       "3  32   32       32       03  33  26"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 行业\n",
    "行业跳转页_df.loc[[3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>关键词</th>\n",
       "      <th>工作职能</th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%...</td>\n",
       "      <td>+</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 关键词 工作职能 互联网/电子商务 金融/投资/证券  \\\n",
       "6  %25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%...    +      %2B      %2B   \n",
       "\n",
       "    汽车  房地产  \n",
       "6  %2B  %2B  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# key\n",
    "行业跳转页_df.loc[[6]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'+'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 解析 关键词 含义\n",
    "import urllib\n",
    "urllib.parse.unquote('%2B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%E7%94%B5%E5%AD%90%E5%95%86%E5%8A%A1'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.unquote('%25E7%2594%25B5%25E5%25AD%2590%25E5%2595%2586%25E5%258A%25A1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'电子商务'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.unquote('%E7%94%B5%E5%AD%90%E5%95%86%E5%8A%A1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分类内容，任选3个构建参数模板（搜索框关键词、工作职能、行业领域）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'01': '计算机软件',\n",
       " 37: '计算机硬件',\n",
       " 38: '计算机服务(系统、数据服务、维修)',\n",
       " 31: '通信/电信/网络设备',\n",
       " 39: '通信/电信运营、增值服务',\n",
       " 32: '互联网/电子商务',\n",
       " 40: '网络游戏',\n",
       " '02': '电子技术/半导体/集成电路',\n",
       " 35: '仪器仪表/工业自动化',\n",
       " 41: '会计/审计',\n",
       " '03': '金融/投资/证券',\n",
       " 42: '银行',\n",
       " 43: '保险',\n",
       " 62: '信托/担保/拍卖/典当',\n",
       " '04': '贸易/进出口',\n",
       " 22: '批发/零售',\n",
       " '05': '快速消费品(食品、饮料、化妆品)',\n",
       " '06': '服装/纺织/皮革',\n",
       " 44: '家具/家电/玩具/礼品',\n",
       " 60: '奢侈品/收藏品/工艺品/珠宝',\n",
       " 45: '办公用品及设备',\n",
       " 14: '机械/设备/重工',\n",
       " 33: '汽车',\n",
       " 65: '汽车零配件',\n",
       " '08': '制药/生物工程',\n",
       " 46: '医疗/护理/卫生',\n",
       " 47: '医疗设备/器械',\n",
       " 12: '广告',\n",
       " 48: '公关/市场推广/会展',\n",
       " 49: '影视/媒体/艺术/文化传播',\n",
       " 13: '文字媒体/出版',\n",
       " 15: '印刷/包装/造纸',\n",
       " 26: '房地产',\n",
       " '09': '建筑/建材/工程',\n",
       " 50: '家居/室内设计/装潢',\n",
       " 51: '物业管理/商业中心',\n",
       " 34: '中介服务',\n",
       " 63: '租赁服务',\n",
       " '07': '专业服务(咨询、人力资源、财会)',\n",
       " 59: '外包服务',\n",
       " 52: '检测，认证',\n",
       " 18: '法律',\n",
       " 23: '教育/培训/院校',\n",
       " 24: '学术/科研',\n",
       " 11: '餐饮业',\n",
       " 53: '酒店/旅游',\n",
       " 17: '娱乐/休闲/体育',\n",
       " 54: '美容/保健',\n",
       " 27: '生活服务',\n",
       " 21: '交通/运输/物流',\n",
       " 55: '航天/航空',\n",
       " 19: '石油/化工/矿产/地质',\n",
       " 16: '采掘业/冶炼',\n",
       " 36: '电气/电力/水利',\n",
       " 61: '新能源',\n",
       " 56: '原材料和加工',\n",
       " 28: '政府/公共事业',\n",
       " 57: '非营利组织',\n",
       " 20: '环保',\n",
       " 29: '农/林/牧/渔',\n",
       " 58: '多元化业务集团公司'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 行业分类\n",
    "行业细分类_str = {\"01\":\"计算机软件\",37:\"计算机硬件\",38:\"计算机服务(系统、数据服务、维修)\",31:\"通信/电信/网络设备\",39:\"通信/电信运营、增值服务\",32:\"互联网/电子商务\",40:\"网络游戏\",\"02\":\"电子技术/半导体/集成电路\",35:\"仪器仪表/工业自动化\",41:\"会计/审计\",\"03\":\"金融/投资/证券\",42:\"银行\",43:\"保险\",62:\"信托/担保/拍卖/典当\",\"04\":\"贸易/进出口\",22:\"批发/零售\",\"05\":\"快速消费品(食品、饮料、化妆品)\",\"06\":\"服装/纺织/皮革\",44:\"家具/家电/玩具/礼品\",60:\"奢侈品/收藏品/工艺品/珠宝\",45:\"办公用品及设备\",14:\"机械/设备/重工\",33:\"汽车\",65:\"汽车零配件\",\"08\":\"制药/生物工程\",46:\"医疗/护理/卫生\",47:\"医疗设备/器械\",12:\"广告\",48:\"公关/市场推广/会展\",49:\"影视/媒体/艺术/文化传播\",13:\"文字媒体/出版\",15:\"印刷/包装/造纸\",26:\"房地产\",\"09\":\"建筑/建材/工程\",50:\"家居/室内设计/装潢\",51:\"物业管理/商业中心\",34:\"中介服务\",63:\"租赁服务\",\"07\":\"专业服务(咨询、人力资源、财会)\",59:\"外包服务\",52:\"检测，认证\",18:\"法律\",23:\"教育/培训/院校\",24:\"学术/科研\",11:\"餐饮业\",53:\"酒店/旅游\",17:\"娱乐/休闲/体育\",54:\"美容/保健\",27:\"生活服务\",21:\"交通/运输/物流\",55:\"航天/航空\",19:\"石油/化工/矿产/地质\",16:\"采掘业/冶炼\",36:\"电气/电力/水利\",61:\"新能源\",56:\"原材料和加工\",28:\"政府/公共事业\",57:\"非营利组织\",20:\"环保\",29:\"农/林/牧/渔\",58:\"多元化业务集团公司\"}\n",
    "行业细分类_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'计算机软件': '01',\n",
       " '计算机硬件': 37,\n",
       " '计算机服务(系统、数据服务、维修)': 38,\n",
       " '通信/电信/网络设备': 31,\n",
       " '通信/电信运营、增值服务': 39,\n",
       " '互联网/电子商务': 32,\n",
       " '网络游戏': 40,\n",
       " '电子技术/半导体/集成电路': '02',\n",
       " '仪器仪表/工业自动化': 35,\n",
       " '会计/审计': 41,\n",
       " '金融/投资/证券': '03',\n",
       " '银行': 42,\n",
       " '保险': 43,\n",
       " '信托/担保/拍卖/典当': 62,\n",
       " '贸易/进出口': '04',\n",
       " '批发/零售': 22,\n",
       " '快速消费品(食品、饮料、化妆品)': '05',\n",
       " '服装/纺织/皮革': '06',\n",
       " '家具/家电/玩具/礼品': 44,\n",
       " '奢侈品/收藏品/工艺品/珠宝': 60,\n",
       " '办公用品及设备': 45,\n",
       " '机械/设备/重工': 14,\n",
       " '汽车': 33,\n",
       " '汽车零配件': 65,\n",
       " '制药/生物工程': '08',\n",
       " '医疗/护理/卫生': 46,\n",
       " '医疗设备/器械': 47,\n",
       " '广告': 12,\n",
       " '公关/市场推广/会展': 48,\n",
       " '影视/媒体/艺术/文化传播': 49,\n",
       " '文字媒体/出版': 13,\n",
       " '印刷/包装/造纸': 15,\n",
       " '房地产': 26,\n",
       " '建筑/建材/工程': '09',\n",
       " '家居/室内设计/装潢': 50,\n",
       " '物业管理/商业中心': 51,\n",
       " '中介服务': 34,\n",
       " '租赁服务': 63,\n",
       " '专业服务(咨询、人力资源、财会)': '07',\n",
       " '外包服务': 59,\n",
       " '检测，认证': 52,\n",
       " '法律': 18,\n",
       " '教育/培训/院校': 23,\n",
       " '学术/科研': 24,\n",
       " '餐饮业': 11,\n",
       " '酒店/旅游': 53,\n",
       " '娱乐/休闲/体育': 17,\n",
       " '美容/保健': 54,\n",
       " '生活服务': 27,\n",
       " '交通/运输/物流': 21,\n",
       " '航天/航空': 55,\n",
       " '石油/化工/矿产/地质': 19,\n",
       " '采掘业/冶炼': 16,\n",
       " '电气/电力/水利': 36,\n",
       " '新能源': 61,\n",
       " '原材料和加工': 56,\n",
       " '政府/公共事业': 28,\n",
       " '非营利组织': 57,\n",
       " '环保': 20,\n",
       " '农/林/牧/渔': 29,\n",
       " '多元化业务集团公司': 58}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业参数构建 = {value:key for key ,value in 行业细分类_str.items()}\n",
    "行业参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能细分类_str = 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技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}\n",
    "工作职能细分类_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': 6508,\n",
       " '移动开发': 7700,\n",
       " 'Android开发工程师': 7701,\n",
       " 'iOS开发工程师': 7702,\n",
       " '小程序开发工程师': 7705,\n",
       " '移动开发工程师': 7703,\n",
       " '前端开发': 7200,\n",
       " 'Web前端开发': 7201,\n",
       " 'HTML5开发工程师': 7202,\n",
       " '人工智能': 7300,\n",
       " '机器学习工程师': 7301,\n",
       " '深度学习工程师': 7302,\n",
       " '图像算法工程师': 7303,\n",
       " '图像处理工程师': 7304,\n",
       " '图像识别工程师': 7305,\n",
       " '语音识别工程师': 7306,\n",
       " '机器视觉工程师': 7307,\n",
       " '自然语言处理(NLP)': 7308,\n",
       " '算法工程师': 7309,\n",
       " '推荐算法工程师': 7310,\n",
       " '搜索算法工程师': 7311,\n",
       " '游戏': 7800,\n",
       " '游戏策划师': 7801,\n",
       " '游戏系统策划': 7802,\n",
       " '游戏数值策划': 7803,\n",
       " '游戏关卡策划': 7804,\n",
       " '游戏文案策划/剧情策划': 7805,\n",
       " '游戏界面设计师': 7806,\n",
       " '游戏角色设计师': 7820,\n",
       " '游戏特效设计师': 7817,\n",
       " 'UE4特效师': 7822,\n",
       " '游戏动作设计师': 7818,\n",
       " '游戏场景设计师': 7819,\n",
       " '游戏原画师': 7807,\n",
       " '游戏动画师': 7808,\n",
       " '游戏开发工程师': 7809,\n",
       " 'Cocos2d-x开发工程师': 7810,\n",
       " 'Unity3d开发工程师': 7811,\n",
       " 'UE4开发工程师': 7823,\n",
       " '游戏客户端开发工程师': 7812,\n",
       " '游戏服务端开发工程师': 7813,\n",
       " '游戏测试': 7821,\n",
       " '游戏运营': 7814,\n",
       " '电子竞技运营': 7815,\n",
       " '视觉/交互设计': 7400,\n",
       " '平面设计总监': 7420,\n",
       " '平面设计经理/主管': 7421,\n",
       " '平面设计师': 7413,\n",
       " '美工/电商设计师': 7419,\n",
       " 'UI设计师': 7412,\n",
       " '视觉设计师': 7403,\n",
       " '网页设计师': 7401,\n",
       " '用户体验（UE/UX）设计师': 7404,\n",
       " '交互设计师': 7402,\n",
       " '动画/3D设计': 7422,\n",
       " '特效设计师': 7407,\n",
       " '原画师': 7418,\n",
       " '绘画': 7417,\n",
       " '多媒体设计': 7416,\n",
       " 'Flash设计师': 7406,\n",
       " '音效设计师': 7408,\n",
       " '计算机辅助设计工程师': 7409,\n",
       " '仿真应用工程师': 7410,\n",
       " '网站架构设计师': 7405,\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': 2700,\n",
       " '软件测试工程师': 2707,\n",
       " '功能测试': 2718,\n",
       " '性能测试': 2719,\n",
       " '安全测试': 2724,\n",
       " '自动化测试': 2720,\n",
       " '移动端测试': 2721,\n",
       " '测试开发': 2722,\n",
       " '测试总监': 2726,\n",
       " '测试经理': 2705,\n",
       " '测试主管': 2723,\n",
       " '系统测试': 2706,\n",
       " '标准化工程师': 2704,\n",
       " '测试工程师': 2725,\n",
       " '运维/技术支持': 7900,\n",
       " '运维工程师': 7901,\n",
       " '自动化运维工程师': 7920,\n",
       " '系统工程师': 7902,\n",
       " '数据库工程师(DBA)': 7903,\n",
       " '系统集成工程师': 7904,\n",
       " 'ERP实施顾问': 7905,\n",
       " '网络安全工程师': 7906,\n",
       " '运维开发': 7915,\n",
       " '网站维护工程师': 7907,\n",
       " '技术支持/维护经理': 7908,\n",
       " '技术支持/维护工程师': 7909,\n",
       " '配置管理工程师': 7910,\n",
       " 'IT经理/IT主管': 7912,\n",
       " '网络工程师(IT工程师)': 7913,\n",
       " '网络管理(Helpdesk)': 7914,\n",
       " '网络维修': 7916,\n",
       " '手机维修': 7917,\n",
       " '电脑维修': 7918,\n",
       " '数据': 7500,\n",
       " '数据分析经理/主管': 7502,\n",
       " '数据分析师': 7501,\n",
       " 'ETL开发工程师': 7503,\n",
       " 'BI工程师': 7504,\n",
       " '数据仓库工程师': 7505,\n",
       " '数据采集工程师': 7506,\n",
       " '数据建模工程师': 7507,\n",
       " '数据治理工程师': 7508,\n",
       " '产品': 6600,\n",
       " '产品总监': 6604,\n",
       " '产品经理/主管': 6602,\n",
       " '互联网产品经理': 6605,\n",
       " '移动产品经理': 6606,\n",
       " '用户产品经理': 6607,\n",
       " '电商产品经理': 6608,\n",
       " '产品专员': 6601,\n",
       " '产品助理': 6603,\n",
       " '需求工程师': 6609,\n",
       " '运营': 8000.0,\n",
       " '运营总监': 8050,\n",
       " '运营经理': 8049,\n",
       " '运营主管': 8048,\n",
       " '运营专员': 8047,\n",
       " '运营助理': 8053,\n",
       " '网站运营总监': 8030,\n",
       " '网站运营经理/主管': 8003,\n",
       " '网站运营专员': 8016,\n",
       " '网络推广总监': 8032,\n",
       " '网络推广经理/主管': 8033,\n",
       " '网络推广专员': 8034,\n",
       " 'SEO/SEM': 8024,\n",
       " '信息流优化师': 8046,\n",
       " '新媒体运营': 8010,\n",
       " '直播运营': 8059,\n",
       " '微信运营': 8055,\n",
       " '微博运营': 8054,\n",
       " '用户运营': 8041,\n",
       " '社区/社群运营': 8058,\n",
       " '活动运营': 8042,\n",
       " '内容运营': 8043,\n",
       " '品类运营': 8051,\n",
       " '数据运营': 8044,\n",
       " '线下运营': 8045,\n",
       " '产品运营': 8057,\n",
       " '网站编辑': 8007,\n",
       " '内容审核': 8052,\n",
       " '网站策划': 8006,\n",
       " '电子商务': 6100,\n",
       " '电商总监': 6111,\n",
       " '电商经理/电商主管': 6110,\n",
       " '电商专员': 6109,\n",
       " '电商运营': 6102,\n",
       " '跨境电商运营': 6112,\n",
       " '网店店长': 6101,\n",
       " '网店店铺管理员': 6103,\n",
       " '网店客服': 6104,\n",
       " '店铺推广': 6105,\n",
       " '网店模特': 6107,\n",
       " '技术管理': 2600,\n",
       " '首席技术执行官CTO': 2611,\n",
       " '首席信息官CIO': 2612,\n",
       " '技术总监/经理': 2602,\n",
       " '项目总监': 3513,\n",
       " '项目经理': 2606,\n",
       " '项目主管': 2607,\n",
       " '项目执行/协调人员': 2608,\n",
       " '项目助理': 2610,\n",
       " '半导体/芯片': 6700,\n",
       " '集成电路IC设计/应用工程师': 6701,\n",
       " '芯片架构工程师': 6727,\n",
       " 'FPGA开发工程师': 6728,\n",
       " 'MEMS工程师': 6729,\n",
       " '射频芯片设计': 6730,\n",
       " '模拟芯片工程师': 6731,\n",
       " '版图设计工程师': 6722,\n",
       " '模拟版图工程师': 6732,\n",
       " '数字前端工程师': 6733,\n",
       " 'IC验证工程师': 6702,\n",
       " 'FPGA原型验证工程师': 6734,\n",
       " 'EDA工程师': 6735,\n",
       " '可测性设计工程师(DFT)': 6736,\n",
       " '数字后端工程师': 6737,\n",
       " '芯片测试工程师': 6738,\n",
       " 'FAE 现场应用工程师': 6712,\n",
       " '半导体工艺工程师': 6723,\n",
       " '工艺整合工程师(PIE)': 6740,\n",
       " '半导体设备工程师': 6739,\n",
       " '失效分析工程师(FA)': 6741,\n",
       " '封装工程师': 6760,\n",
       " '封装研发工程师': 6744,\n",
       " '半导体测试工程师': 6750,\n",
       " '芯片销售工程师': 6746,\n",
       " '半导体器件工程师': 6761,\n",
       " '半导体文档工程师': 6747,\n",
       " '半导体产品经理/产品工程师': 6748,\n",
       " '半导体技术': 6707,\n",
       " '电子/电器/仪器仪表': 2900,\n",
       " '电子工程师/技术员': 2903,\n",
       " 'PCB工程师': 2964,\n",
       " '电子技术研发工程师': 2917,\n",
       " '电子软件开发(ARM/MCU...)': 2909,\n",
       " '电子元器件工程师': 2962,\n",
       " '电子工艺工程师': 2951,\n",
       " 'SMT工程师': 2965,\n",
       " '电子设备工程师': 2959,\n",
       " '电子/电器维修工程师/技师': 2920,\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': 2910,\n",
       " '嵌入式硬件开发(主板机…)': 2919,\n",
       " '硬件工程师': 2955,\n",
       " '高级硬件工程师': 2956,\n",
       " '硬件测试工程师': 2957,\n",
       " '电气工程师/技术员': 2904,\n",
       " 'PLC工程师': 2966,\n",
       " '电路工程师/技术员(模拟/数字)': 2905,\n",
       " '电声/音响工程师/技术员': 2906,\n",
       " '电池/电源开发': 2911,\n",
       " '仪器/仪表/计量分析师': 2914,\n",
       " '计量工程师': 2958,\n",
       " '激光/光电子技术': 2918,\n",
       " '变压器与磁电工程师': 2921,\n",
       " '家用电器/数码产品研发': 2913,\n",
       " '自动控制工程师/技术员': 2908,\n",
       " '机器人调试工程师': 2963,\n",
       " '安防系统工程师': 2925,\n",
       " '电子销售工程师': 2952,\n",
       " '电子文档工程师': 2953,\n",
       " '电子产品经理/产品工程师': 2954,\n",
       " '通信技术开发及应用': 2800,\n",
       " '通信技术工程师': 2801,\n",
       " '无线通信工程师': 2803,\n",
       " '有线传输工程师': 2802,\n",
       " '射频工程师': 2815,\n",
       " '数据通信工程师': 2805,\n",
       " '通信网络工程师': 2807,\n",
       " '核心网工程师': 2819,\n",
       " '基站工程师': 2818,\n",
       " '通信设备工程师': 2820,\n",
       " '通信电源工程师': 2808,\n",
       " '电信交换工程师': 2804,\n",
       " '光通信工程师': 2814,\n",
       " '通信测试工程师': 2816,\n",
       " '通信销售工程师': 2817,\n",
       " '通信文档工程师': 2812,\n",
       " '通信产品经理/产品工程师': 2813,\n",
       " '通信项目管理': 2821,\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': 3000.0,\n",
       " '大客户销售': 3009,\n",
       " '销售代表': 3001,\n",
       " '区域销售代表': 3014,\n",
       " '渠道/分销专员': 3002,\n",
       " '客户代表': 3003,\n",
       " '销售工程师': 3004,\n",
       " '电话销售': 3005,\n",
       " '地推专员': 3017,\n",
       " '门店销售': 3016,\n",
       " '海外销售': 3015,\n",
       " '网络销售/在线销售': 3010,\n",
       " '直播销售': 3013,\n",
       " '团购业务员': 3008,\n",
       " '经销商': 3006,\n",
       " '会籍顾问': 3011,\n",
       " '销售助理': 3012,\n",
       " '销售行政及商务': 3100,\n",
       " '销售行政经理/主管': 3101,\n",
       " '销售行政专员': 3102,\n",
       " '业务分析经理/主管': 3108,\n",
       " '业务分析专员/助理': 3109,\n",
       " '商务经理': 3103,\n",
       " '商务主管/专员': 3104,\n",
       " '商务助理': 3105,\n",
       " '销售行政助理': 3106,\n",
       " '客服及支持': 3200,\n",
       " '客服总监': 3201,\n",
       " '客服经理': 3202,\n",
       " '客服主管': 3203,\n",
       " '客服专员/助理': 3204,\n",
       " '客户关系经理/主管': 3210,\n",
       " '售前/售后技术支持经理': 3205,\n",
       " '售前/售后技术支持主管': 3206,\n",
       " '售前/售后技术支持工程师': 3207,\n",
       " '咨询热线/呼叫中心服务人员': 3208,\n",
       " '网络/在线客服': 3213,\n",
       " '投诉专员': 3211,\n",
       " 'VIP专员': 3212,\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': 3300,\n",
       " '证券/期货/外汇经纪人': 3301,\n",
       " '证券分析师': 3302,\n",
       " '期货分析师': 3319,\n",
       " '量化研究': 3316,\n",
       " '证券交易员': 3320,\n",
       " '股票/期货操盘手': 3303,\n",
       " '金融/经济研究员': 3304,\n",
       " '金融产品经理': 3312,\n",
       " '金融产品销售': 3315,\n",
       " '机构业务销售': 3317,\n",
       " '投资总监': 3322,\n",
       " '投资经理': 3323,\n",
       " '基金经理': 3341,\n",
       " '投资顾问': 3325,\n",
       " '理财顾问': 3326,\n",
       " '投资银行业务': 3307,\n",
       " '投资银行财务分析': 3313,\n",
       " '融资经理/融资主管': 3308,\n",
       " '融资专员': 3309,\n",
       " '营业部总经理/副总经理': 3318,\n",
       " '风险管理/控制': 3314,\n",
       " '资产管理': 3324,\n",
       " '拍卖/担保/典当业务': 3310,\n",
       " '银行': 2200,\n",
       " '行长/副行长': 2207,\n",
       " '银行客户总监': 2231,\n",
       " '个人业务部门经理/主管': 2223,\n",
       " '个人业务客户经理': 2224,\n",
       " '公司业务部门经理/主管': 2225,\n",
       " '公司业务客户经理': 2226,\n",
       " '综合业务经理/主管': 2227,\n",
       " '综合业务专员': 2228,\n",
       " '理财经理': 2233,\n",
       " '资产评估/分析': 2208,\n",
       " '风险控制': 2209,\n",
       " '信贷管理': 2215,\n",
       " '催收': 3340,\n",
       " '信审核查': 2229,\n",
       " '进出口/信用证结算': 2210,\n",
       " '外汇交易': 2212,\n",
       " '清算人员': 2211,\n",
       " '高级客户经理/客户经理': 2213,\n",
       " '客户主管/专员': 2214,\n",
       " '营业部大堂经理': 2230,\n",
       " '信用卡销售': 2222,\n",
       " '呼叫中心客服': 2232,\n",
       " '银行柜员': 2216,\n",
       " '小微信贷专员': 2234,\n",
       " '保险': 3400,\n",
       " '保险精算师': 3401,\n",
       " '保险产品开发/项目策划': 3402,\n",
       " '保险业务经理/主管': 3403,\n",
       " '保险经纪人/保险代理': 3404,\n",
       " '保险电销': 3414,\n",
       " '保险核保': 3407,\n",
       " '保险理赔': 3408,\n",
       " '保险客户服务/续期管理': 3409,\n",
       " '保险培训师': 3410,\n",
       " '保险内勤': 3411,\n",
       " '契约管理': 3413,\n",
       " '理财顾问/财务规划师': 3405,\n",
       " '储备经理人': 3406,\n",
       " '保险业务推动/督导': 3415,\n",
       " '生产/营运': 3500,\n",
       " '工厂经理/厂长': 3501,\n",
       " '总工程师/副总工程师': 3502,\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': 3504,\n",
       " '营运经理': 3505,\n",
       " '营运主管': 3506,\n",
       " '生产总监': 3514,\n",
       " '生产经理/车间主任': 3507,\n",
       " '生产主管': 3509,\n",
       " '生产领班/组长': 3515,\n",
       " '生产计划/物料管理(PMC)': 3508,\n",
       " '生产文员': 3512,\n",
       " '生产跟单': 3518,\n",
       " '设备主管': 3516,\n",
       " '化验员': 3510,\n",
       " '厂务': 3517,\n",
       " '质量安全': 3600,\n",
       " '质量管理/测试经理(QA/QC经理)': 3601,\n",
       " '质量管理/测试主管(QA/QC主管)': 3602,\n",
       " '质量管理/测试工程师(QA/QC工程师)': 3603,\n",
       " '可靠度工程师': 3605,\n",
       " '故障分析工程师': 3606,\n",
       " '认证工程师': 3607,\n",
       " '体系工程师': 3608,\n",
       " '质检员/测试员(QC)': 3604,\n",
       " '审核员': 3615,\n",
       " '环境/健康/安全经理/主管（EHS）': 3609,\n",
       " '环境/健康/安全工程师（EHS）': 3610,\n",
       " '安全员': 2129,\n",
       " '供应商管理': 3611,\n",
       " '采购材料、设备质量管理': 3612,\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': 7100,\n",
       " '汽车项目管理': 7101,\n",
       " '汽车设计工程师': 7102,\n",
       " '车身/造型设计': 7103,\n",
       " '汽车结构工程师': 7104,\n",
       " '内外饰工程师': 7105,\n",
       " '汽车电子工程师': 7106,\n",
       " '电气/电器工程师': 7107,\n",
       " '附件系统工程师': 7108,\n",
       " '动力总成工程师': 7109,\n",
       " '发动机工程师': 7110,\n",
       " '底盘工程师': 7111,\n",
       " '汽车安全性能工程师': 7112,\n",
       " '汽车试验工程师': 7113,\n",
       " '新能源电池工程师': 7114,\n",
       " '新能源电控工程师': 7115,\n",
       " '新能源电机工程师': 7116,\n",
       " '汽车标定工程师': 7117,\n",
       " '发动机匹配工程师': 7118,\n",
       " '车联网工程师': 7119,\n",
       " '智能驾驶工程师': 7120,\n",
       " '研发总监/部长/专家': 7121,\n",
       " '汽车制造': 5400,\n",
       " '汽车质量工程师': 5404,\n",
       " '供应商质量工程师': 5421,\n",
       " '前期质量工程师': 5422,\n",
       " '过程质量工程师': 5423,\n",
       " '客户质量工程师': 5424,\n",
       " '汽车装配工艺工程师': 5406,\n",
       " '总装工程师': 5425,\n",
       " '焊接工艺工程师': 5426,\n",
       " '冲压工艺工程师': 5427,\n",
       " '涂装工艺工程师': 5428,\n",
       " '汽车销售与服务': 5900,\n",
       " '汽车销售/经纪人': 5903,\n",
       " '售后服务/客户服务': 5902,\n",
       " '汽车金融销售': 5916,\n",
       " '汽车金融经理': 5918,\n",
       " '汽车金融专员': 5917,\n",
       " '车险定损/理赔': 5915,\n",
       " '汽车修理工': 5907,\n",
       " '汽车检验/检测': 5905,\n",
       " '汽车装饰美容': 5906,\n",
       " '汽车钣金': 5913,\n",
       " '汽车喷漆': 5914,\n",
       " '汽车电工': 5912,\n",
       " '洗车工': 5908,\n",
       " '4S店经理/维修站经理': 5901,\n",
       " '二手车评估师': 5904,\n",
       " '加油站工作员': 5910,\n",
       " '技工普工': 3700,\n",
       " '普工/操作工': 3710,\n",
       " '技工': 3701,\n",
       " '叉车司机/铲车司机': 3707,\n",
       " '吊车司机': 3728,\n",
       " '挖掘机司机': 3729,\n",
       " '组装工': 3715,\n",
       " '包装工': 3716,\n",
       " '焊工': 3703,\n",
       " '氩弧焊工': 3717,\n",
       " '电工': 3706,\n",
       " '电力线路工': 3718,\n",
       " '旋压工': 3719,\n",
       " '仪表工': 3720,\n",
       " '电镀工': 3721,\n",
       " '喷塑工': 3722,\n",
       " '水工': 3709,\n",
       " '木工': 2139,\n",
       " '漆工': 3724,\n",
       " '空调工': 3708,\n",
       " '电梯工': 2141,\n",
       " '锅炉工': 3726,\n",
       " '3D打印操作员': 3730,\n",
       " '学徒工': 3727,\n",
       " '服装/纺织/皮革': 3800,\n",
       " '服装/纺织设计总监': 3812,\n",
       " '服装/纺织设计': 3801,\n",
       " '服装/纺织/皮革工艺师': 3813,\n",
       " '面料辅料开发': 3802,\n",
       " '面料辅料采购': 3803,\n",
       " '服装/纺织/皮革跟单': 3804,\n",
       " '服装领班': 3814,\n",
       " '服装纺织质检员(QA/QC)': 3805,\n",
       " '板房/楦头/底格出格师': 3806,\n",
       " '电脑放码员': 3811,\n",
       " '纸样师/车板工': 3808,\n",
       " '裁床': 3809,\n",
       " '打样/制版': 3807,\n",
       " '裁剪工': 3815,\n",
       " '缝纫工': 3816,\n",
       " '手缝工': 3817,\n",
       " '烫工': 3818,\n",
       " '样衣工': 3819,\n",
       " '纺织工': 3820,\n",
       " '针织工': 3821,\n",
       " '配色工': 3822,\n",
       " '印染工': 3823,\n",
       " '漂染工': 3824,\n",
       " '挡车工': 3825,\n",
       " '整经工': 3826,\n",
       " '细纱工': 3827,\n",
       " '浆纱工': 3828,\n",
       " '采购': 3900,\n",
       " '采购总监': 3901,\n",
       " '采购经理': 3902,\n",
       " '采购主管': 3903,\n",
       " '采购员': 3904,\n",
       " '采购助理': 3905,\n",
       " '买手': 3908,\n",
       " '供应商开发': 3909,\n",
       " '贸易': 4000.0,\n",
       " '贸易/外贸经理/主管': 4001,\n",
       " '贸易/外贸专员/助理': 4002,\n",
       " '外贸销售': 4009,\n",
       " '国内贸易人员': 4003,\n",
       " '业务跟单经理': 4004,\n",
       " '高级业务跟单': 4005,\n",
       " '业务跟单': 4006,\n",
       " '助理业务跟单': 4007,\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': 4100,\n",
       " '生物工程/生物制药': 4101,\n",
       " '化学分析测试员': 4116,\n",
       " '医药技术研发管理人员': 4103,\n",
       " '医药技术研发人员': 4104,\n",
       " '医药学术推广': 4126,\n",
       " '临床研究员': 4105,\n",
       " '临床协调员': 4106,\n",
       " '临床监查员': 4127,\n",
       " '临床数据分析员': 4123,\n",
       " '药品注册': 4107,\n",
       " '药品生产/质量管理': 4108,\n",
       " '药品市场推广经理': 4109,\n",
       " '药品市场推广主管/专员': 4110,\n",
       " '医药招商': 4120,\n",
       " '政府事务管理': 4121,\n",
       " '招投标管理': 4122,\n",
       " '医药销售经理/主管': 4111,\n",
       " '医药代表': 4112,\n",
       " '医药销售人员': 4102,\n",
       " '医疗器械注册': 4117,\n",
       " '医疗器械研发': 4124,\n",
       " '医疗器械生产/质量管理': 4118,\n",
       " '医疗器械市场推广': 4113,\n",
       " '医疗器械销售经理/主管': 4125,\n",
       " '医疗器械销售代表': 4114,\n",
       " '医疗器械维修人员': 4119,\n",
       " '化工': 5500,\n",
       " '化工技术应用/化工工程师': 5501,\n",
       " '化工实验室研究员/技术员': 5502,\n",
       " '涂料研发工程师': 5503,\n",
       " '配色技术员': 5504,\n",
       " '塑料工程师': 5505,\n",
       " '化妆品研发': 5506,\n",
       " '食品/饮料研发': 5507,\n",
       " '造纸研发': 5509,\n",
       " '医院/医疗/护理': 1300,\n",
       " '医院管理人员': 1302,\n",
       " '综合门诊/全科医生': 1328,\n",
       " '内科医生': 1301,\n",
       " '外科医生': 1317,\n",
       " '专科医生': 1318,\n",
       " '牙科医生': 1319,\n",
       " '妇产科医生': 1337,\n",
       " '眼科医生': 1339,\n",
       " '美容整形师': 1320,\n",
       " '医美咨询': 1329,\n",
       " '麻醉医生': 1308,\n",
       " '超声影像/放射科医师': 1327,\n",
       " '理疗师': 1321,\n",
       " '中医科医生': 1322,\n",
       " '针灸/推拿': 1313,\n",
       " '儿科医生': 1325,\n",
       " '心理医生': 1309,\n",
       " '心理咨询师': 1335,\n",
       " '营养师': 1314,\n",
       " '健康管理师': 1330,\n",
       " '药库主任/药剂师': 1304,\n",
       " '医学检验': 1310,\n",
       " '核酸检测员': 1331,\n",
       " '公共卫生/疾病控制': 1323,\n",
       " '消毒员': 1333,\n",
       " '防疫员': 1332,\n",
       " '护理主任/护士长': 1324,\n",
       " '护士/护理人员': 1305,\n",
       " '导医': 1336,\n",
       " '兽医': 1315,\n",
       " '验光师': 1326,\n",
       " '广告': 4200,\n",
       " '广告客户总监/副总监': 4201,\n",
       " '广告客户经理': 4202,\n",
       " '广告客户主管/专员': 4203,\n",
       " '广告创意总监': 4205,\n",
       " '广告创意/设计经理': 4204,\n",
       " '广告创意/设计主管/专员': 4206,\n",
       " '广告制作执行': 4212,\n",
       " '广告销售': 4213,\n",
       " '美术指导': 4211,\n",
       " '文案/策划': 4207,\n",
       " '企业/业务发展经理': 4208,\n",
       " '企业策划人员': 4209,\n",
       " '公关/媒介': 4300,\n",
       " '公关总监': 4315,\n",
       " '公关经理': 4301,\n",
       " '公关主管': 4302,\n",
       " '公关专员': 4303,\n",
       " '会务/会展经理': 4304,\n",
       " '会务/会展主管': 4305,\n",
       " '会务/会展专员': 4306,\n",
       " '媒介经理': 4307,\n",
       " '媒介主管': 4308,\n",
       " '媒介专员': 4309,\n",
       " '公关/媒介助理': 4310,\n",
       " '媒介销售': 4312,\n",
       " '活动策划': 4313,\n",
       " '活动执行': 4314,\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': 4400,\n",
       " '影视策划/制作人员': 4401,\n",
       " '导演/编导': 4402,\n",
       " '编剧': 4417,\n",
       " '制片人': 4418,\n",
       " '艺术/设计总监': 4403,\n",
       " '艺术指导/舞台美术设计': 4414,\n",
       " '经纪人/星探': 4404,\n",
       " '主播/主持人': 4405,\n",
       " '摄影师/摄像师': 4406,\n",
       " '后期制作': 4411,\n",
       " '视频剪辑': 4416,\n",
       " '音效师': 4407,\n",
       " '配音员': 4408,\n",
       " '灯光师': 4415,\n",
       " '放映经理/主管': 4412,\n",
       " '放映员': 4413,\n",
       " '编辑出版': 4500,\n",
       " '总编/副总编': 4501,\n",
       " '编辑': 4502,\n",
       " '作家/撰稿人': 4517,\n",
       " '记者': 4503,\n",
       " '电话采编': 4516,\n",
       " '美术编辑': 4504,\n",
       " '排版设计': 4505,\n",
       " '出版/发行': 4507,\n",
       " '建筑规划与设计': 6900,\n",
       " '室内设计总监': 6919,\n",
       " '室内设计经理/主管': 6918,\n",
       " '室内设计': 6901,\n",
       " '室内设计师助理': 6917,\n",
       " '软装设计': 6902,\n",
       " '精装设计': 6903,\n",
       " '家装顾问': 6920,\n",
       " '建筑设计师': 6905,\n",
       " '钢结构设计': 6906,\n",
       " '幕墙设计': 6907,\n",
       " '建筑结构设计': 6908,\n",
       " '建筑制图/模型/渲染': 6909,\n",
       " '暖通设计': 6911,\n",
       " '给排水设计': 6912,\n",
       " '建筑机电设计': 6910,\n",
       " '园艺/园林/景观设计': 6914,\n",
       " '城市规划设计': 6913,\n",
       " '规划与设计': 6904,\n",
       " 'BIM工程师': 6916,\n",
       " '建筑工程与装潢': 2100,\n",
       " '建筑工程师': 2101,\n",
       " '高级建筑工程师/总工': 2123,\n",
       " '给排水/暖通工程': 2104,\n",
       " '幕墙工程师': 2122,\n",
       " '建筑机电工程师': 2103,\n",
       " '楼宇自动化': 2125,\n",
       " '智能大厦/综合布线/安防/弱电': 2126,\n",
       " '精装修工程师': 2146,\n",
       " '房修工程师': 2147,\n",
       " '结构/土木/土建工程师': 2102,\n",
       " '公路/桥梁/港口/隧道工程': 2118,\n",
       " '岩土工程': 2119,\n",
       " '测绘/测量': 2120,\n",
       " '开发报建': 2127,\n",
       " '工程造价师/预结算经理': 2105,\n",
       " '预结算员': 2124,\n",
       " '建筑工程管理/项目经理': 2106,\n",
       " '建筑项目助理': 2133,\n",
       " '建筑工程验收': 2121,\n",
       " '工程监理': 2107,\n",
       " '市政工程师': 2132,\n",
       " '合同管理': 2128,\n",
       " '资料员': 2130,\n",
       " '建筑安装施工员': 2111,\n",
       " '砌筑工': 2134,\n",
       " '瓦工': 2135,\n",
       " '混凝土工': 2136,\n",
       " '浇注工': 2137,\n",
       " '钢筋工': 2138,\n",
       " '油漆工': 2140,\n",
       " '抹灰工': 2142,\n",
       " '施工开料工': 2143,\n",
       " '管道/暖通': 2144,\n",
       " '工长': 2145,\n",
       " '消防安全': 2112,\n",
       " '房地产开发': 4600,\n",
       " '房地产项目/策划经理': 4601,\n",
       " '房地产项目/策划主管/专员': 4602,\n",
       " '房地产投资管理': 4604,\n",
       " '房产项目配套工程师': 4603,\n",
       " '房地产项目招投标': 4608,\n",
       " '房地产投资分析': 4610,\n",
       " '房地产资产管理': 4611,\n",
       " '监察人员': 4612,\n",
       " '房地产销售与中介': 6000.0,\n",
       " '房地产销售经理/主管': 6009,\n",
       " '房地产销售': 6010,\n",
       " '房地产中介/置业顾问': 6001,\n",
       " '房地产评估': 6002,\n",
       " '房地产店长/经理': 6004,\n",
       " '房地产内勤': 6007,\n",
       " '房地产客服': 6006,\n",
       " '物业管理': 4700,\n",
       " '物业管理经理': 4702,\n",
       " '物业管理主管': 4714,\n",
       " '物业管理专员/助理': 4703,\n",
       " '招商/租赁/租售': 4704,\n",
       " '写字楼运营': 4719,\n",
       " '长租公寓管家/养老专员': 4717,\n",
       " '高级物业顾问/物业顾问': 4701,\n",
       " '前介工程师': 4716,\n",
       " '物业设施管理人员': 4705,\n",
       " '物业机电维修工': 4715,\n",
       " '物业机电工程师': 4708,\n",
       " '物业维修员': 4706,\n",
       " '停车管理员': 4709,\n",
       " '保安经理': 4710,\n",
       " '保安人员': 4711,\n",
       " '保洁': 4712,\n",
       " '绿化工': 4713,\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': 2300,\n",
       " '行政总监': 2301,\n",
       " '行政经理/主管/办公室主任': 2302,\n",
       " '行政专员/助理': 2303,\n",
       " '经理助理/秘书': 2304,\n",
       " '文员': 2311,\n",
       " '党工团干事': 2310,\n",
       " '前台接待/总机/接待生': 2305,\n",
       " '图书管理员/资料管理员': 2307,\n",
       " '档案管理员': 2312,\n",
       " '电脑操作员/打字员': 2308,\n",
       " '后勤': 2306,\n",
       " '咨询/顾问': 1400,\n",
       " '专业顾问': 1401,\n",
       " '咨询总监': 1402,\n",
       " '咨询经理': 1403,\n",
       " '专业培训师': 1406,\n",
       " '咨询员': 1404,\n",
       " '调研员': 1409,\n",
       " '猎头/人才中介': 1408,\n",
       " '情报信息分析人员': 1407,\n",
       " '律师/法务/合规': 1100,\n",
       " '律师/法律顾问': 1101,\n",
       " '律师助理': 1103,\n",
       " '法务总监': 1111,\n",
       " '法务经理': 1106,\n",
       " '法务主管/专员': 1102,\n",
       " '法务助理': 1107,\n",
       " '合规经理': 1109,\n",
       " '合规主管/专员': 1110,\n",
       " '知识产权/专利/商标': 1108,\n",
       " '教师': 1200,\n",
       " '英语老师': 1219,\n",
       " '数学老师': 1220,\n",
       " '语文老师': 1221,\n",
       " '物理老师': 1222,\n",
       " '化学老师': 1223,\n",
       " '日语老师': 1224,\n",
       " '幼教': 1207,\n",
       " '早教老师': 1225,\n",
       " '美术老师': 1228,\n",
       " '钢琴老师': 1233,\n",
       " '音乐老师': 1226,\n",
       " '体育教师': 1216,\n",
       " '其他外语老师': 1215,\n",
       " '在线辅导老师': 1218,\n",
       " '小学教师': 1209,\n",
       " '初中教师': 1231,\n",
       " '高中教师': 1232,\n",
       " '大学教授': 1208,\n",
       " '职业技术教师': 1211,\n",
       " '讲师/助教': 1204,\n",
       " '家教': 1205,\n",
       " '兼职教师': 1210,\n",
       " '教育咨询': 8100,\n",
       " '课程顾问': 8101,\n",
       " '招生老师': 8102,\n",
       " '学习规划师': 8103,\n",
       " '留学顾问': 8104,\n",
       " '教育管理': 8200,\n",
       " '校长': 8201,\n",
       " '班主任/辅导员': 8202,\n",
       " '院校教务管理人员': 8203,\n",
       " '园长': 8204,\n",
       " '教研组长/主管': 8205,\n",
       " '教研员': 8206,\n",
       " '教师培训/师训': 8207,\n",
       " '培训': 5700,\n",
       " '培训督导': 5701,\n",
       " '培训讲师': 5702,\n",
       " '培训策划': 5703,\n",
       " '培训产品开发': 5707,\n",
       " '培训助理': 5704,\n",
       " '科研': 1000.0,\n",
       " '科研管理人员': 1002,\n",
       " '科研人员': 1001,\n",
       " '餐饮服务': 4800,\n",
       " '餐饮店长/经理': 4801,\n",
       " '餐饮大堂经理': 4819,\n",
       " '餐厅领班': 4802,\n",
       " '餐饮服务员': 4803,\n",
       " '行政主厨/厨师长': 4806,\n",
       " '中餐厨师': 4807,\n",
       " '西餐厨师': 4820,\n",
       " '日式厨师': 4821,\n",
       " '面点师': 4822,\n",
       " '西点师': 4823,\n",
       " '厨师助理/学徒': 4812,\n",
       " '茶艺师': 4809,\n",
       " '咖啡师': 4816,\n",
       " '调酒师/侍酒师/吧台员': 4808,\n",
       " '礼仪/迎宾': 4804,\n",
       " '餐饮预订员': 4824,\n",
       " '餐饮收银员': 4818,\n",
       " '配菜/打荷': 4813,\n",
       " '传菜主管': 4811,\n",
       " '传菜员': 4825,\n",
       " '洗碗工': 4814,\n",
       " '送餐员': 4815,\n",
       " '杂工': 4817,\n",
       " ...}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能参数构建 = {value:key for key ,value in 工作职能细分类_str.items()}\n",
    "工作职能参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['https', 'search.51job.com', '/list/000000,000000,8050,32,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', '']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['/list/000000', '000000', '8050', '32', '9', '99', '+', '2', '1.html']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(行业跳转页[1])\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(参数模版_list)\n",
    "行业_dict = 参数模版_list[2].split(',')\n",
    "行业_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(function,industries,keyword):\n",
    "    function_values = 工作职能参数构建[function]\n",
    "    industries_values = 行业参数构建[industries]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    行业_dict[2] = str(function_values)\n",
    "    行业_dict[3] = str(industries_values)\n",
    "    行业_dict[6] = str(keyword_values)\n",
    "    完整参数 = \",\".join(行业_dict)\n",
    "    参数模版_list[2] = 完整参数\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,7801,40,9,99,%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "URL = url_参数模板生成(\"游戏策划师\",\"网络游戏\",\"用户体验\")\n",
    "URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.get(URL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"121655688\",\"coid\":\"4343252\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/121655688.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"资深系统策划\",\"job_title\":\"资深系统策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4343252.html\",\"company_name\":\"广州市方巨网络科技有限公司\",\"providesalary_text\":\"1.2-2万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"6\",\"issuedate\":\"2021-05-22 12:10:16\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 绩效奖金 年终奖金 定期体检 弹性工作 全勤奖 高温补贴\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"绩效奖金\",\"年终奖金\",\"定期体检\",\"弹性工作\",\"全勤奖\",\"高温补贴\"],\"attribute_text\":[\"广州\",\"5-7年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"124185832\",\"coid\":\"5503096\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/shaoxing\\\\/124185832.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"游戏策划师\",\"job_title\":\"游戏策划师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5503096.html\",\"company_name\":\"浙江杰游网络科技有限公司\",\"providesalary_text\":\"4-8千\\\\/月\",\"workarea\":\"080500\",\"workarea_text\":\"异地招聘\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"10\",\"issuedate\":\"2021-05-22 04:00:53\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 弹性工作 不加班 包住宿\",\"jobwelf_list\":[\"五险一金\",\"弹性工作\",\"不加班\",\"包住宿\"],\"attribute_text\":[\"异地招聘\",\"无需经验\",\"大专\",\"招2人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132076342\",\"coid\":\"3480334\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132076342.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"战斗策划\",\"job_title\":\"战斗策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3480334.html\",\"company_name\":\"万界（上海）网络股份有限公司\",\"providesalary_text\":\"0.8-1万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"4\",\"issuedate\":\"2021-05-22 04:00:53\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 定期体检 包三餐\",\"jobwelf_list\":[\"五险一金\",\"定期体检\",\"包三餐\"],\"attribute_text\":[\"广州-天河区\",\"2年经验\",\"大专\",\"招若干人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"128631781\",\"coid\":\"6015044\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-baq\\\\/128631781.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"SLOTS游戏策划\",\"job_title\":\"SLOTS游戏策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6015044.html\",\"company_name\":\"深圳市前海环娱网络科技有限公司\",\"providesalary_text\":\"1.5-2.5万\\\\/月\",\"workarea\":\"040500\",\"workarea_text\":\"深圳-宝安区\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-22 04:00:53\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 餐饮补贴 年终奖金 员工生日会 节日福利 带薪年假 周末双休 交通补贴 全勤奖 双薪~六薪\",\"jobwelf_list\":[\"五险一金\",\"餐饮补贴\",\"年终奖金\",\"员工生日会\",\"节日福利\",\"带薪年假\",\"周末双休\",\"交通补贴\",\"全勤奖\",\"双薪~六薪\"],\"attribute_text\":[\"深圳-宝安区\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"127461208\",\"coid\":\"4724195\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/suzhou\\\\/127461208.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"游戏策划师\",\"job_title\":\"游戏策划师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4724195.html\",\"company_name\":\"苏州风之力网络科技有限公司\",\"providesalary_text\":\"4-9千\\\\/月\",\"workarea\":\"070300\",\"workarea_text\":\"苏州\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"3\",\"issuedate\":\"2021-05-22 04:00:53\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 年终奖金 股票期权 带薪假期 员工旅游 弹性工作 节日福利 做五休二\",\"jobwelf_list\":[\"五险一金\",\"年终奖金\",\"股票期权\",\"带薪假期\",\"员工旅游\",\"弹性工作\",\"节日福利\",\"做五休二\"],\"attribute_text\":[\"苏州\",\"1年经验\",\"大专\",\"招3人\"],\"companysize_text\":\"50-150人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"103266452\",\"coid\":\"3291342\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/103266452.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"资深游戏策划\",\"job_title\":\"资深游戏策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3291342.html\",\"company_name\":\"上海成蹊信息科技有限公司\",\"providesalary_text\":\"1.2-2.5万\\\\/月\",\"workarea\":\"020300\",\"workarea_text\":\"上海-徐汇区\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"5\",\"issuedate\":\"2021-05-22 04:00:53\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"做五休二 周末双休 带薪年假 五险一金 节日福利 生日慰问 免费工作餐 年费零食水果 年度体检 年度旅游\",\"jobwelf_list\":[\"做五休二\",\"周末双休\",\"带薪年假\",\"五险一金\",\"节日福利\",\"生日慰问\",\"免费工作餐\",\"年费零食水果\",\"年度体检\",\"年度旅游\"],\"attribute_text\":[\"上海-徐汇区\",\"3-4年经验\",\"大专\",\"招若干人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"129219020\",\"coid\":\"158712\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/suzhou-gyyq\\\\/129219020.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"游戏玩法策划\",\"job_title\":\"游戏玩法策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co158712.html\",\"company_name\":\"苏州蜗牛数字科技股份有限公司\",\"providesalary_text\":\"0.8-1万\\\\/月\",\"workarea\":\"070306\",\"workarea_text\":\"苏州-工业园区\",\"updatedate\":\"04-08\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"4\",\"issuedate\":\"2021-04-08 14:50:23\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"周末双休 带薪年假 五险一金 绩效奖金 餐饮补贴 节日福利 每年多次调薪 定期体检 健身俱乐部\",\"jobwelf_list\":[\"周末双休\",\"带薪年假\",\"五险一金\",\"绩效奖金\",\"餐饮补贴\",\"节日福利\",\"每年多次调薪\",\"定期体检\",\"健身俱乐部\"],\"attribute_text\":[\"苏州-工业园区\",\"2年经验\",\"大专\",\"招若干人\"],\"companysize_text\":\"1000-5000人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"129434539\",\"coid\":\"2945224\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129434539.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"海外产品总监 (MJ000047)\",\"job_title\":\"海外产品总监 (MJ000047)\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2945224.html\",\"company_name\":\"广州深海软件股份有限公司\",\"providesalary_text\":\"2.5-4.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"6\",\"issuedate\":\"2021-05-22 11:19:59\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 年终奖金 定期体检 年终双薪 免费三餐\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"年终奖金\",\"定期体检\",\"年终双薪\",\"免费三餐\"],\"attribute_text\":[\"广州-天河区\",\"5-7年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"120440063\",\"coid\":\"4404906\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/120440063.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"游戏数值策划\",\"job_title\":\"游戏数值策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4404906.html\",\"company_name\":\"互爱（北京）科技股份有限公司\",\"providesalary_text\":\"1.5-2万\\\\/月\",\"workarea\":\"180207\",\"workarea_text\":\"武汉-洪山区\",\"updatedate\":\"05-21\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"5\",\"issuedate\":\"2021-05-21 10:54:08\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 定期体检 年终奖金\",\"jobwelf_list\":[\"五险一金\",\"定期体检\",\"年终奖金\"],\"attribute_text\":[\"武汉-洪山区\",\"3-4年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"1000-5000人\",\"companyind_text\":\"网络游戏\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"67477155\",\"coid\":\"3377837\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/67477155.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"系统策划\",\"job_title\":\"系统策划\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3377837.html\",\"company_name\":\"广州乐牛软件科技有限公司\",\"providesalary_text\":\"1.1-2万\\\\/月\",\"workarea\":\"030203\",\"workarea_text\":\"广州-海珠区\",\"updatedate\":\"05-19\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"10\",\"issuedate\":\"2021-05-19 19:00:42\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 定期体检 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src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/35\\\\/34595\\\\/34594235\\\\/092412.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35196230\\\\\" onmousedown=\\\\\"return AdsClick(35196230)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/cs\\\\/35196230\\\\/index.htm\\\\\" title=\\\\\"伟仕佳杰控股有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35197\\\\/35196230\\\\/9936.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35287308\\\\\" onmousedown=\\\\\"return AdsClick(35287308)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\\\\\" title=\\\\\"广州大晟健康管理有限公司\\\\\" 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      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "__SEARCH_RESULT__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4343252.html',\n",
       "   'company_name': '广州市方巨网络科技有限公司',\n",
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       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
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       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '弹性工作',\n",
       "    '全勤奖',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
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       "   'job_title': '游戏策划师',\n",
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       "   'workarea': '080500',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
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       "   'degreefrom': '5',\n",
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       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
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       "   'jobwelf': '五险一金 弹性工作 不加班 包住宿',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '不加班', '包住宿'],\n",
       "   'attribute_text': ['异地招聘', '无需经验', '大专', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
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       "   'job_name': '战斗策划',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3480334.html',\n",
       "   'company_name': '万界（上海）网络股份有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
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       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
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       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 包三餐',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '包三餐'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128631781',\n",
       "   'coid': '6015044',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-baq\\\\/128631781.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'SLOTS游戏策划',\n",
       "   'job_title': 'SLOTS游戏策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6015044.html',\n",
       "   'company_name': '深圳市前海环娱网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '040500',\n",
       "   'workarea_text': '深圳-宝安区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 员工生日会 节日福利 带薪年假 周末双休 交通补贴 全勤奖 双薪~六薪',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '员工生日会',\n",
       "    '节日福利',\n",
       "    '带薪年假',\n",
       "    '周末双休',\n",
       "    '交通补贴',\n",
       "    '全勤奖',\n",
       "    '双薪~六薪'],\n",
       "   'attribute_text': ['深圳-宝安区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127461208',\n",
       "   'coid': '4724195',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/suzhou\\\\/127461208.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4724195.html',\n",
       "   'company_name': '苏州风之力网络科技有限公司',\n",
       "   'providesalary_text': '4-9千\\\\/月',\n",
       "   'workarea': '070300',\n",
       "   'workarea_text': '苏州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 股票期权 带薪假期 员工旅游 弹性工作 节日福利 做五休二',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '带薪假期',\n",
       "    '员工旅游',\n",
       "    '弹性工作',\n",
       "    '节日福利',\n",
       "    '做五休二'],\n",
       "   'attribute_text': ['苏州', '1年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '103266452',\n",
       "   'coid': '3291342',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/103266452.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深游戏策划',\n",
       "   'job_title': '资深游戏策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3291342.html',\n",
       "   'company_name': '上海成蹊信息科技有限公司',\n",
       "   'providesalary_text': '1.2-2.5万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '做五休二 周末双休 带薪年假 五险一金 节日福利 生日慰问 免费工作餐 年费零食水果 年度体检 年度旅游',\n",
       "   'jobwelf_list': ['做五休二',\n",
       "    '周末双休',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '节日福利',\n",
       "    '生日慰问',\n",
       "    '免费工作餐',\n",
       "    '年费零食水果',\n",
       "    '年度体检',\n",
       "    '年度旅游'],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129219020',\n",
       "   'coid': '158712',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/suzhou-gyyq\\\\/129219020.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏玩法策划',\n",
       "   'job_title': '游戏玩法策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co158712.html',\n",
       "   'company_name': '苏州蜗牛数字科技股份有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '070306',\n",
       "   'workarea_text': '苏州-工业园区',\n",
       "   'updatedate': '04-08',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-04-08 14:50:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 绩效奖金 餐饮补贴 节日福利 每年多次调薪 定期体检 健身俱乐部',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '餐饮补贴',\n",
       "    '节日福利',\n",
       "    '每年多次调薪',\n",
       "    '定期体检',\n",
       "    '健身俱乐部'],\n",
       "   'attribute_text': ['苏州-工业园区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129434539',\n",
       "   'coid': '2945224',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129434539.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '海外产品总监 (MJ000047)',\n",
       "   'job_title': '海外产品总监 (MJ000047)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2945224.html',\n",
       "   'company_name': '广州深海软件股份有限公司',\n",
       "   'providesalary_text': '2.5-4.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-22 11:19:59',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 定期体检 年终双薪 免费三餐',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '定期体检', '年终双薪', '免费三餐'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120440063',\n",
       "   'coid': '4404906',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/120440063.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏数值策划',\n",
       "   'job_title': '游戏数值策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4404906.html',\n",
       "   'company_name': '互爱（北京）科技股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '180207',\n",
       "   'workarea_text': '武汉-洪山区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:54:08',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '年终奖金'],\n",
       "   'attribute_text': ['武汉-洪山区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '67477155',\n",
       "   'coid': '3377837',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/67477155.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '系统策划',\n",
       "   'job_title': '系统策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3377837.html',\n",
       "   'company_name': '广州乐牛软件科技有限公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-19 19:00:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '员工旅游'],\n",
       "   'attribute_text': ['广州-海珠区', '无需经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123922734',\n",
       "   'coid': '2482214',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/123922734.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划（JY002）',\n",
       "   'job_title': '游戏主策划（JY002）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2482214.html',\n",
       "   'company_name': '9377游戏',\n",
       "   'providesalary_text': '2-3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-17 10:16:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 通讯补贴 绩效奖金 包三餐下午茶',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '通讯补贴', '绩效奖金', '包三餐下午茶'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130035727',\n",
       "   'coid': '4314683',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130035727.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '系统策划（偏战斗系统）',\n",
       "   'job_title': '系统策划（偏战斗系统）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4314683.html',\n",
       "   'company_name': '广州麟龙信息技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 15:00:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 包三餐 带薪年假 交通补贴 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '包三餐', '带薪年假', '交通补贴', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130915548',\n",
       "   'coid': '5742627',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130915548.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5742627.html',\n",
       "   'company_name': '广州暗耀晶石网络信息科技有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 14:38:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 带薪年假 全勤奖 节日福利 生日福利 下午茶福利 年底双薪',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '弹性工作',\n",
       "    '带薪年假',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '生日福利',\n",
       "    '下午茶福利',\n",
       "    '年底双薪'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131880429',\n",
       "   'coid': '4016779',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131880429.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '战斗策划师',\n",
       "   'job_title': '战斗策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4016779.html',\n",
       "   'company_name': '广东尚趣网络科技有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 12:32:32',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 包餐 节日福利 带薪年假 员工旅游 交通补贴',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '包餐', '节日福利', '带薪年假', '员工旅游', '交通补贴'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132020075',\n",
       "   'coid': '4473608',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-baq\\\\/132020075.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '急聘游戏策划',\n",
       "   'job_title': '急聘游戏策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4473608.html',\n",
       "   'company_name': '深圳市深游网络科技有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '040500',\n",
       "   'workarea_text': '深圳-宝安区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 节日福利 交通补贴 弹性工作 餐饮补贴 绩效奖金 住房补贴 五险 带薪年假 年终奖金',\n",
       "   'jobwelf_list': ['全勤奖',\n",
       "    '节日福利',\n",
       "    '交通补贴',\n",
       "    '弹性工作',\n",
       "    '餐饮补贴',\n",
       "    '绩效奖金',\n",
       "    '住房补贴',\n",
       "    '五险',\n",
       "    '带薪年假',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['深圳-宝安区', '1年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125496447',\n",
       "   'coid': '4229545',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-dhxjs\\\\/125496447.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4229545.html',\n",
       "   'company_name': '武汉网贤信息技术有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '180215',\n",
       "   'workarea_text': '武汉-东湖新技术产业开发区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '绩效奖金'],\n",
       "   'attribute_text': ['武汉-东湖新技术产业开发区', '5-7年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '72751236',\n",
       "   'coid': '3382145',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/72751236.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级系统策划',\n",
       "   'job_title': '高级系统策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3382145.html',\n",
       "   'company_name': '广州速游网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 18:08:41',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 绩效奖金 专业培训 员工旅游 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '绩效奖金', '专业培训', '员工旅游', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '99956699',\n",
       "   'coid': '3642312',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/fuzhou\\\\/99956699.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划\\\\/执行策划',\n",
       "   'job_title': '游戏策划\\\\/执行策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3642312.html',\n",
       "   'company_name': '福建棋乐网络科技有限公司',\n",
       "   'providesalary_text': '3-4.5千\\\\/月',\n",
       "   'workarea': '110200',\n",
       "   'workarea_text': '福州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 16:16:51',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 餐饮补贴 交通补贴 弹性工作 加班补贴',\n",
       "   'jobwelf_list': ['五险', '餐饮补贴', '交通补贴', '弹性工作', '加班补贴'],\n",
       "   'attribute_text': ['福州', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119341226',\n",
       "   'coid': '3725216',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/nanjing\\\\/119341226.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3725216.html',\n",
       "   'company_name': '江苏卓游网络科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '070200',\n",
       "   'workarea_text': '南京',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 16:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['南京', '3-4年经验', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131321504',\n",
       "   'coid': '5652577',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-mhq\\\\/131321504.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '执行制作人-欧美数值卡牌',\n",
       "   'job_title': '执行制作人-欧美数值卡牌',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5652577.html',\n",
       "   'company_name': '上海梦求网络科技有限公司',\n",
       "   'providesalary_text': '3-5万\\\\/月',\n",
       "   'workarea': '021100',\n",
       "   'workarea_text': '上海-闵行区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 15:49:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 出国机会 定期体检 员工旅游 专业培训 弹性工作',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '出国机会',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['上海-闵行区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127831523',\n",
       "   'coid': '3143100',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai\\\\/127831523.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3143100.html',\n",
       "   'company_name': '珠海天空网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030500',\n",
       "   'workarea_text': '珠海',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 15:18:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 全勤奖 包住宿',\n",
       "   'jobwelf_list': ['周末双休', '全勤奖', '包住宿'],\n",
       "   'attribute_text': ['珠海', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130164538',\n",
       "   'coid': '6277496',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-jdq\\\\/130164538.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6277496.html',\n",
       "   'company_name': '上海冰风网络科技有限公司',\n",
       "   'providesalary_text': '1.8-3万\\\\/月',\n",
       "   'workarea': '021300',\n",
       "   'workarea_text': '上海-嘉定区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 14:20:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 节假日福利',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '节假日福利'],\n",
       "   'attribute_text': ['上海-嘉定区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130273723',\n",
       "   'coid': '3337346',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/130273723.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3337346.html',\n",
       "   'company_name': '上海鸣泉网络科技有限公司',\n",
       "   'providesalary_text': '1.8-3万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 14:19:49',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '103336514',\n",
       "   'coid': '4966010',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/103336514.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深游戏策划',\n",
       "   'job_title': '资深游戏策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4966010.html',\n",
       "   'company_name': '上海姚际信息科技有限公司',\n",
       "   'providesalary_text': '1.2-2.5万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 13:37:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 定期体检 年终奖金 全勤奖 工作餐 带薪年假 小蜜蜂奖 生日福利 节假日福利',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '定期体检',\n",
       "    '年终奖金',\n",
       "    '全勤奖',\n",
       "    '工作餐',\n",
       "    '带薪年假',\n",
       "    '小蜜蜂奖',\n",
       "    '生日福利',\n",
       "    '节假日福利'],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125292247',\n",
       "   'coid': '3380396',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai\\\\/125292247.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深系统策划',\n",
       "   'job_title': '资深系统策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3380396.html',\n",
       "   'company_name': '上海极贝网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '020000',\n",
       "   'workarea_text': '上海',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:33:29',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '做五休二 周末双休 五险一金 专业培训 节日福利 交通补贴 餐饮补贴 带薪年假 加班补贴 通讯补贴',\n",
       "   'jobwelf_list': ['做五休二',\n",
       "    '周末双休',\n",
       "    '五险一金',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '带薪年假',\n",
       "    '加班补贴',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['上海', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129029513',\n",
       "   'coid': '6334478',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129029513.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '主策',\n",
       "   'job_title': '主策',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6334478.html',\n",
       "   'company_name': '广州市哇宝信息技术有限公司',\n",
       "   'providesalary_text': '2-3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:27:10',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '109518728',\n",
       "   'coid': '602197',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-sjq\\\\/109518728.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深游戏关卡策划师',\n",
       "   'job_title': '资深游戏关卡策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co602197.html',\n",
       "   'company_name': '上海巨人网络科技有限公司',\n",
       "   'providesalary_text': '2.5-3万\\\\/月',\n",
       "   'workarea': '021500',\n",
       "   'workarea_text': '上海-松江区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '',\n",
       "   'issuedate': '2021-05-21 10:07:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 免费班车 员工旅游 通讯补贴 绩效奖金 年终奖金 定期体检 免费健身',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '免费班车',\n",
       "    '员工旅游',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '免费健身'],\n",
       "   'attribute_text': ['上海-松江区', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '87218313',\n",
       "   'coid': '3438249',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/suzhou-gyyq\\\\/87218313.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3438249.html',\n",
       "   'company_name': '苏州乐志软件科技有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '070306',\n",
       "   'workarea_text': '苏州-工业园区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:04:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金',\n",
       "   'jobwelf_list': ['五险一金'],\n",
       "   'attribute_text': ['苏州-工业园区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130081650',\n",
       "   'coid': '5512913',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130081650.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '休闲射击游戏策划',\n",
       "   'job_title': '休闲射击游戏策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5512913.html',\n",
       "   'company_name': '广州米多多网络科技有限公司',\n",
       "   'providesalary_text': '1.3-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:00:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 年终奖金 下午茶 包两餐 加班补贴 项目奖金 全勤奖 出国机会',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '年终奖金',\n",
       "    '下午茶',\n",
       "    '包两餐',\n",
       "    '加班补贴',\n",
       "    '项目奖金',\n",
       "    '全勤奖',\n",
       "    '出国机会'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '108929172',\n",
       "   'coid': '2827035',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/108929172.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '手游数值策划',\n",
       "   'job_title': '手游数值策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2827035.html',\n",
       "   'company_name': '上海塔人网络科技股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:55:54',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游',\n",
       "   'jobwelf_list': ['员工旅游'],\n",
       "   'attribute_text': ['上海-浦东新区', '2年经验', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121007270',\n",
       "   'coid': '3949633',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/121007270.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3949633.html',\n",
       "   'company_name': '广州黑胡子游戏开发有限公司',\n",
       "   'providesalary_text': '4-7万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:51:51',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 餐饮补贴 全勤奖 节日福利 生日礼金',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '餐饮补贴', '全勤奖', '节日福利', '生日礼金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127530342',\n",
       "   'coid': '4357870',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-gxq\\\\/127530342.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级系统策划师\\\\/游戏系统策划',\n",
       "   'job_title': '高级系统策划师\\\\/游戏系统策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4357870.html',\n",
       "   'company_name': '成都市福乐游网络科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '090220',\n",
       "   'workarea_text': '成都-高新区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:37:52',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 年终奖金 节日福利 餐饮补贴 全勤奖',\n",
       "   'jobwelf_list': ['绩效奖金', '年终奖金', '节日福利', '餐饮补贴', '全勤奖'],\n",
       "   'attribute_text': ['成都-高新区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124676317',\n",
       "   'coid': '3578606',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/124676317.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划-三消类',\n",
       "   'job_title': '游戏策划-三消类',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3578606.html',\n",
       "   'company_name': '广州诗悦网络科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:37:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 弹性工作 包三餐下午茶 绩效奖金 年终奖金 健身室 团队氛围活跃 员工旅游',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '弹性工作',\n",
       "    '包三餐下午茶',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '健身室',\n",
       "    '团队氛围活跃',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129568992',\n",
       "   'coid': '3723180',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/129568992.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3723180.html',\n",
       "   'company_name': '上海龙游网络科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:30:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 全勤奖 节日福利 交通补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '全勤奖', '节日福利', '交通补贴', '餐饮补贴'],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127869541',\n",
       "   'coid': '3658371',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-ftq\\\\/127869541.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3658371.html',\n",
       "   'company_name': '景瀚科技（深圳）有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '040100',\n",
       "   'workarea_text': '深圳-福田区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 09:13:43',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 年终奖金 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '通讯补贴', '年终奖金', '节日福利'],\n",
       "   'attribute_text': ['深圳-福田区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130125233',\n",
       "   'coid': '4685606',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/xianning\\\\/130125233.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏UE策划',\n",
       "   'job_title': '游戏UE策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4685606.html',\n",
       "   'company_name': '咸宁方片互动网络有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '181300',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 08:35:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 交通补贴 免费班车',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '交通补贴', '免费班车'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '108313536',\n",
       "   'coid': '3727966',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/nanjing-pkq\\\\/108313536.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划',\n",
       "   'job_title': '游戏策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3727966.html',\n",
       "   'company_name': '南京雪糕网络科技有限公司',\n",
       "   'providesalary_text': '3-5千\\\\/月',\n",
       "   'workarea': '070207',\n",
       "   'workarea_text': '南京-浦口区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 17:47:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 专业培训 员工旅游 绩效奖金 年终奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '专业培训', '员工旅游', '绩效奖金', '年终奖金', '弹性工作'],\n",
       "   'attribute_text': ['南京-浦口区', '2年经验', '大专', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126489769',\n",
       "   'coid': '4140205',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/126489769.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4140205.html',\n",
       "   'company_name': '上海游牛信息科技有限公司',\n",
       "   'providesalary_text': '1.8-3万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 16:33:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 员工旅游 股票期权 餐饮补贴 定期体检 交通补贴 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充公积金',\n",
       "    '员工旅游',\n",
       "    '股票期权',\n",
       "    '餐饮补贴',\n",
       "    '定期体检',\n",
       "    '交通补贴',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['上海-浦东新区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126289700',\n",
       "   'coid': '4495702',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-jaq\\\\/126289700.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4495702.html',\n",
       "   'company_name': '上海幻刃网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1.6万\\\\/月',\n",
       "   'workarea': '020500',\n",
       "   'workarea_text': '上海-静安区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 15:16:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 定期体检 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '定期体检', '年终奖金'],\n",
       "   'attribute_text': ['上海-静安区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '50525784',\n",
       "   'coid': '590749',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/50525784.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '系统制作策划',\n",
       "   'job_title': '系统制作策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co590749.html',\n",
       "   'company_name': '北京像素软件科技股份有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '010000',\n",
       "   'workarea_text': '北京',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 14:20:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 定期体检 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '定期体检', '绩效奖金'],\n",
       "   'attribute_text': ['北京', '1年经验', '大专', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '100226693',\n",
       "   'coid': '4896252',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/suzhou-gyyq\\\\/100226693.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏主策划',\n",
       "   'job_title': '游戏主策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4896252.html',\n",
       "   'company_name': '苏州溪客时代网络科技有限公司',\n",
       "   'providesalary_text': '1-3万\\\\/月',\n",
       "   'workarea': '070306',\n",
       "   'workarea_text': '苏州-工业园区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:55:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '弹性工作'],\n",
       "   'attribute_text': ['苏州-工业园区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120115444',\n",
       "   'coid': '4306671',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-ypq\\\\/120115444.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深关卡策划（新项目）',\n",
       "   'job_title': '资深关卡策划（新项目）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4306671.html',\n",
       "   'company_name': '上海醉游网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '020900',\n",
       "   'workarea_text': '上海-杨浦区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-19 14:53:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 弹性工作 年终奖金 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '弹性工作', '年终奖金', '员工旅游'],\n",
       "   'attribute_text': ['上海-杨浦区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125442645',\n",
       "   'coid': '3169763',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-baq\\\\/125442645.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划助理',\n",
       "   'job_title': '游戏策划助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3169763.html',\n",
       "   'company_name': '深圳市嗨皮窝网络科技有限公司',\n",
       "   'providesalary_text': '5-8千\\\\/月',\n",
       "   'workarea': '040500',\n",
       "   'workarea_text': '深圳-宝安区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-19 11:23:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 绩效奖金 定期体检 双薪~六薪 交通补贴 员工旅游 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '定期体检',\n",
       "    '双薪~六薪',\n",
       "    '交通补贴',\n",
       "    '员工旅游',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['深圳-宝安区', '1年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120279715',\n",
       "   'coid': '2342594',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-cnq\\\\/120279715.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深数值策划',\n",
       "   'job_title': '资深数值策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2342594.html',\n",
       "   'company_name': '上海骏梦网络科技有限公司',\n",
       "   'providesalary_text': '2-3.5万\\\\/月',\n",
       "   'workarea': '020400',\n",
       "   'workarea_text': '上海-长宁区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 17:16:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 补充公积金 定期体检 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '补充公积金', '定期体检', '补充医疗保险'],\n",
       "   'attribute_text': ['上海-长宁区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131897764',\n",
       "   'coid': '4194080',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/suzhou-gxq\\\\/131897764.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '系统策划',\n",
       "   'job_title': '系统策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4194080.html',\n",
       "   'company_name': '苏州天魂网络科技股份有限公司',\n",
       "   'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "   'workarea': '070307',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 14:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 股票期权 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '股票期权', '绩效奖金'],\n",
       "   'attribute_text': ['异地招聘', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121270739',\n",
       "   'coid': '3614633',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/changsha-ylq\\\\/121270739.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏资深系统策划(SLG)',\n",
       "   'job_title': '游戏资深系统策划(SLG)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3614633.html',\n",
       "   'company_name': '湖南草花互动科技股份公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '190203',\n",
       "   'workarea_text': '长沙-岳麓区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:26:17',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '六险一金 半年度调薪 包中餐、晚餐 节假日福利 生日福利 年度体检',\n",
       "   'jobwelf_list': ['六险一金', '半年度调薪', '包中餐、晚餐', '节假日福利', '生日福利', '年度体检'],\n",
       "   'attribute_text': ['长沙-岳麓区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131344586',\n",
       "   'coid': '4375688',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/nanjing-yhtq\\\\/131344586.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4375688.html',\n",
       "   'company_name': '南京碧林奈尔电子科技有限公司',\n",
       "   'providesalary_text': '1.2-1.5万\\\\/月',\n",
       "   'workarea': '070210',\n",
       "   'workarea_text': '南京-雨花台区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-14 16:33:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '带薪年假'],\n",
       "   'attribute_text': ['南京-雨花台区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126393443',\n",
       "   'coid': '3401483',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen\\\\/126393443.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏策划师',\n",
       "   'job_title': '游戏策划师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3401483.html',\n",
       "   'company_name': '深圳传趣网络技术有限公司',\n",
       "   'providesalary_text': '0.6-1.2万\\\\/月',\n",
       "   'workarea': '040000',\n",
       "   'workarea_text': '深圳',\n",
       "   'updatedate': '05-10',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-10 11:47:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '餐饮补贴'],\n",
       "   'attribute_text': ['深圳', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129162226',\n",
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       "   'job_name': '游戏战斗策划',\n",
       "   'job_title': '游戏战斗策划',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5872152.html',\n",
       "   'company_name': '成都新柒玩科技有限公司',\n",
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       "   'updatedate': '05-10',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-10 10:03:07',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 员工旅游 定期体检',\n",
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       "   'attribute_text': ['成都', '2年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
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       "  {'type': 'engine_search_result',\n",
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       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
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       "   'updatedate': '05-06',\n",
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       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-06 13:43:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 定期体检 弹性工作 股票期权 年终奖金',\n",
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       "   'attribute_text': ['福州-仓山区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7801,40,9,99,%25E4%25BA%25A4%25E4%25BA%2592%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7801,40,9,99,UE%2B%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'UE 设计师',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7801,40,9,99,%25E9%25AB%2598%25E7%25BA%25A7%25E4%25BA%25A4%25E4%25BA%2592%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "    'text': 'UED',\n",
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       "    'click': '15\\x1a1\\x1a1621671117316\\x1a\\x1af79c324b78f8231c40ff59020a3fc475\\x1a61.242.54.237\\x1a1\\x1a用户体验\\x1a用户体验设计师,交互设计师,UE 设计师,高级交互设计师,资深 交互设计,UED,UX 设计师,体验设计师,交互设计\\x1a体验设计师'},\n",
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       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【用户体验,游戏策划师,网络游戏招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供用户体验,游戏策划师,网络游戏招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>资深系统策划</td>\n",
       "      <td>广州市方巨网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/121655688...</td>\n",
       "      <td>[广州, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 12:10:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>浙江杰游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shaoxing\\/124185832....</td>\n",
       "      <td>[异地招聘, 无需经验, 大专, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>战斗策划</td>\n",
       "      <td>万界（上海）网络股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SLOTS游戏策划</td>\n",
       "      <td>深圳市前海环娱网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/128631...</td>\n",
       "      <td>[深圳-宝安区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>苏州风之力网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/suzhou\\/127461208.ht...</td>\n",
       "      <td>[苏州, 1年经验, 大专, 招3人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>资深游戏策划</td>\n",
       "      <td>上海成蹊信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/103266...</td>\n",
       "      <td>[上海-徐汇区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>游戏玩法策划</td>\n",
       "      <td>苏州蜗牛数字科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/suzhou-gyyq\\/1292190...</td>\n",
       "      <td>[苏州-工业园区, 2年经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-04-08 14:50:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>海外产品总监 (MJ000047)</td>\n",
       "      <td>广州深海软件股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12943...</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 11:19:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>游戏数值策划</td>\n",
       "      <td>互爱（北京）科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/wuhan-hsq\\/120440063...</td>\n",
       "      <td>[武汉-洪山区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 10:54:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>系统策划</td>\n",
       "      <td>广州乐牛软件科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/67477...</td>\n",
       "      <td>[广州-海珠区, 无需经验, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-19 19:00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>游戏主策划（JY002）</td>\n",
       "      <td>9377游戏</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12392...</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-17 10:16:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>系统策划（偏战斗系统）</td>\n",
       "      <td>广州麟龙信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13003...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 15:00:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>广州暗耀晶石网络信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13091...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 14:38:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>战斗策划师</td>\n",
       "      <td>广东尚趣网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13188...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 12:32:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>急聘游戏策划</td>\n",
       "      <td>深圳市深游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/132020...</td>\n",
       "      <td>[深圳-宝安区, 1年经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>武汉网贤信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/wuhan-dhxjs\\/1254964...</td>\n",
       "      <td>[武汉-东湖新技术产业开发区, 5-7年经验, 本科, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>高级系统策划</td>\n",
       "      <td>广州速游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/72751...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 18:08:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>游戏策划\\/执行策划</td>\n",
       "      <td>福建棋乐网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/fuzhou\\/99956699.htm...</td>\n",
       "      <td>[福州, 1年经验, 大专, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 16:16:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>江苏卓游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/nanjing\\/119341226.h...</td>\n",
       "      <td>[南京, 3-4年经验, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 16:00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>执行制作人-欧美数值卡牌</td>\n",
       "      <td>上海梦求网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-mhq\\/131321...</td>\n",
       "      <td>[上海-闵行区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 15:49:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>珠海天空网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/127831523.ht...</td>\n",
       "      <td>[珠海, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-21 15:18:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>上海冰风网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-jdq\\/130164...</td>\n",
       "      <td>[上海-嘉定区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 14:20:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>上海鸣泉网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/130273...</td>\n",
       "      <td>[上海-徐汇区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 14:19:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>资深游戏策划</td>\n",
       "      <td>上海姚际信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/103336...</td>\n",
       "      <td>[上海-徐汇区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 13:37:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>资深系统策划</td>\n",
       "      <td>上海极贝网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai\\/125292247....</td>\n",
       "      <td>[上海, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 10:33:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>主策</td>\n",
       "      <td>广州市哇宝信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12902...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 10:27:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>资深游戏关卡策划师</td>\n",
       "      <td>上海巨人网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-sjq\\/109518...</td>\n",
       "      <td>[上海-松江区, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 10:07:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>苏州乐志软件科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/suzhou-gyyq\\/8721831...</td>\n",
       "      <td>[苏州-工业园区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-21 10:04:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>休闲射击游戏策划</td>\n",
       "      <td>广州米多多网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13008...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 10:00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>手游数值策划</td>\n",
       "      <td>上海塔人网络科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/10892...</td>\n",
       "      <td>[上海-浦东新区, 2年经验, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 09:55:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>广州黑胡子游戏开发有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12100...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 09:51:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>高级系统策划师\\/游戏系统策划</td>\n",
       "      <td>成都市福乐游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/chengdu-gxq\\/1275303...</td>\n",
       "      <td>[成都-高新区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 09:37:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>游戏策划-三消类</td>\n",
       "      <td>广州诗悦网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12467...</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 09:37:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>上海龙游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/129568...</td>\n",
       "      <td>[上海-徐汇区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 09:30:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>景瀚科技（深圳）有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-ftq\\/127869...</td>\n",
       "      <td>[深圳-福田区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 09:13:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>游戏UE策划</td>\n",
       "      <td>咸宁方片互动网络有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/xianning\\/130125233....</td>\n",
       "      <td>[异地招聘, 2年经验, 大专, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 08:35:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>游戏策划</td>\n",
       "      <td>南京雪糕网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/nanjing-pkq\\/1083135...</td>\n",
       "      <td>[南京-浦口区, 2年经验, 大专, 招3人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-20 17:47:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>上海游牛信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12648...</td>\n",
       "      <td>[上海-浦东新区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-20 16:33:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>上海幻刃网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-jaq\\/126289...</td>\n",
       "      <td>[上海-静安区, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-20 15:16:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>系统制作策划</td>\n",
       "      <td>北京像素软件科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/beijing\\/50525784.ht...</td>\n",
       "      <td>[北京, 1年经验, 大专, 招3人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-20 14:20:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>游戏主策划</td>\n",
       "      <td>苏州溪客时代网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/suzhou-gyyq\\/1002266...</td>\n",
       "      <td>[苏州-工业园区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-20 09:55:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>资深关卡策划（新项目）</td>\n",
       "      <td>上海醉游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-ypq\\/120115...</td>\n",
       "      <td>[上海-杨浦区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-19 14:53:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>游戏策划助理</td>\n",
       "      <td>深圳市嗨皮窝网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/125442...</td>\n",
       "      <td>[深圳-宝安区, 1年经验, 本科, 招3人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-19 11:23:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>资深数值策划</td>\n",
       "      <td>上海骏梦网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-cnq\\/120279...</td>\n",
       "      <td>[上海-长宁区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-18 17:16:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>系统策划</td>\n",
       "      <td>苏州天魂网络科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/suzhou-gxq\\/13189776...</td>\n",
       "      <td>[异地招聘, 1年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-18 14:00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>游戏资深系统策划(SLG)</td>\n",
       "      <td>湖南草花互动科技股份公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/changsha-ylq\\/121270...</td>\n",
       "      <td>[长沙-岳麓区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-18 09:26:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>南京碧林奈尔电子科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/nanjing-yhtq\\/131344...</td>\n",
       "      <td>[南京-雨花台区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-14 16:33:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>深圳传趣网络技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen\\/126393443....</td>\n",
       "      <td>[深圳, 1年经验, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-10 11:47:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>游戏战斗策划</td>\n",
       "      <td>成都新柒玩科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/chengdu\\/129162226.h...</td>\n",
       "      <td>[成都, 2年经验, 本科, 招3人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-10 10:03:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>游戏数值策划</td>\n",
       "      <td>福州朱雀网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/fuzhou-csq\\/10309419...</td>\n",
       "      <td>[福州-仓山区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-06 13:43:47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             job_name      company_name  \\\n",
       "0              资深系统策划     广州市方巨网络科技有限公司   \n",
       "1               游戏策划师      浙江杰游网络科技有限公司   \n",
       "2                战斗策划    万界（上海）网络股份有限公司   \n",
       "3           SLOTS游戏策划   深圳市前海环娱网络科技有限公司   \n",
       "4               游戏策划师     苏州风之力网络科技有限公司   \n",
       "5              资深游戏策划      上海成蹊信息科技有限公司   \n",
       "6              游戏玩法策划    苏州蜗牛数字科技股份有限公司   \n",
       "7   海外产品总监 (MJ000047)      广州深海软件股份有限公司   \n",
       "8              游戏数值策划    互爱（北京）科技股份有限公司   \n",
       "9                系统策划      广州乐牛软件科技有限公司   \n",
       "10       游戏主策划（JY002）            9377游戏   \n",
       "11        系统策划（偏战斗系统）      广州麟龙信息技术有限公司   \n",
       "12              游戏主策划  广州暗耀晶石网络信息科技有限公司   \n",
       "13              战斗策划师      广东尚趣网络科技有限公司   \n",
       "14             急聘游戏策划     深圳市深游网络科技有限公司   \n",
       "15              游戏主策划      武汉网贤信息技术有限公司   \n",
       "16             高级系统策划      广州速游网络科技有限公司   \n",
       "17         游戏策划\\/执行策划      福建棋乐网络科技有限公司   \n",
       "18              游戏主策划      江苏卓游网络科技有限公司   \n",
       "19       执行制作人-欧美数值卡牌      上海梦求网络科技有限公司   \n",
       "20              游戏策划师      珠海天空网络科技有限公司   \n",
       "21              游戏主策划      上海冰风网络科技有限公司   \n",
       "22              游戏策划师      上海鸣泉网络科技有限公司   \n",
       "23             资深游戏策划      上海姚际信息科技有限公司   \n",
       "24             资深系统策划      上海极贝网络科技有限公司   \n",
       "25                 主策     广州市哇宝信息技术有限公司   \n",
       "26          资深游戏关卡策划师      上海巨人网络科技有限公司   \n",
       "27              游戏策划师      苏州乐志软件科技有限公司   \n",
       "28           休闲射击游戏策划     广州米多多网络科技有限公司   \n",
       "29             手游数值策划    上海塔人网络科技股份有限公司   \n",
       "30              游戏主策划     广州黑胡子游戏开发有限公司   \n",
       "31    高级系统策划师\\/游戏系统策划    成都市福乐游网络科技有限公司   \n",
       "32           游戏策划-三消类      广州诗悦网络科技有限公司   \n",
       "33              游戏主策划      上海龙游网络科技有限公司   \n",
       "34              游戏主策划      景瀚科技（深圳）有限公司   \n",
       "35             游戏UE策划      咸宁方片互动网络有限公司   \n",
       "36               游戏策划      南京雪糕网络科技有限公司   \n",
       "37              游戏主策划      上海游牛信息科技有限公司   \n",
       "38              游戏策划师      上海幻刃网络科技有限公司   \n",
       "39             系统制作策划    北京像素软件科技股份有限公司   \n",
       "40              游戏主策划    苏州溪客时代网络科技有限公司   \n",
       "41        资深关卡策划（新项目）      上海醉游网络科技有限公司   \n",
       "42             游戏策划助理    深圳市嗨皮窝网络科技有限公司   \n",
       "43             资深数值策划      上海骏梦网络科技有限公司   \n",
       "44               系统策划    苏州天魂网络科技股份有限公司   \n",
       "45      游戏资深系统策划(SLG)      湖南草花互动科技股份公司   \n",
       "46              游戏策划师    南京碧林奈尔电子科技有限公司   \n",
       "47              游戏策划师      深圳传趣网络技术有限公司   \n",
       "48             游戏战斗策划       成都新柒玩科技有限公司   \n",
       "49             游戏数值策划      福州朱雀网络科技有限公司   \n",
       "\n",
       "                                             job_href  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/guangzhou\\/121655688...   \n",
       "1   https:\\/\\/jobs.51job.com\\/shaoxing\\/124185832....   \n",
       "2   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "3   https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/128631...   \n",
       "4   https:\\/\\/jobs.51job.com\\/suzhou\\/127461208.ht...   \n",
       "5   https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/103266...   \n",
       "6   https:\\/\\/jobs.51job.com\\/suzhou-gyyq\\/1292190...   \n",
       "7   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12943...   \n",
       "8   https:\\/\\/jobs.51job.com\\/wuhan-hsq\\/120440063...   \n",
       "9   https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/67477...   \n",
       "10  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12392...   \n",
       "11  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13003...   \n",
       "12  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13091...   \n",
       "13  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13188...   \n",
       "14  https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/132020...   \n",
       "15  https:\\/\\/jobs.51job.com\\/wuhan-dhxjs\\/1254964...   \n",
       "16  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/72751...   \n",
       "17  https:\\/\\/jobs.51job.com\\/fuzhou\\/99956699.htm...   \n",
       "18  https:\\/\\/jobs.51job.com\\/nanjing\\/119341226.h...   \n",
       "19  https:\\/\\/jobs.51job.com\\/shanghai-mhq\\/131321...   \n",
       "20  https:\\/\\/jobs.51job.com\\/zhuhai\\/127831523.ht...   \n",
       "21  https:\\/\\/jobs.51job.com\\/shanghai-jdq\\/130164...   \n",
       "22  https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/130273...   \n",
       "23  https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/103336...   \n",
       "24  https:\\/\\/jobs.51job.com\\/shanghai\\/125292247....   \n",
       "25  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12902...   \n",
       "26  https:\\/\\/jobs.51job.com\\/shanghai-sjq\\/109518...   \n",
       "27  https:\\/\\/jobs.51job.com\\/suzhou-gyyq\\/8721831...   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13008...   \n",
       "29  https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/10892...   \n",
       "30  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12100...   \n",
       "31  https:\\/\\/jobs.51job.com\\/chengdu-gxq\\/1275303...   \n",
       "32  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12467...   \n",
       "33  https:\\/\\/jobs.51job.com\\/shanghai-xhq\\/129568...   \n",
       "34  https:\\/\\/jobs.51job.com\\/shenzhen-ftq\\/127869...   \n",
       "35  https:\\/\\/jobs.51job.com\\/xianning\\/130125233....   \n",
       "36  https:\\/\\/jobs.51job.com\\/nanjing-pkq\\/1083135...   \n",
       "37  https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12648...   \n",
       "38  https:\\/\\/jobs.51job.com\\/shanghai-jaq\\/126289...   \n",
       "39  https:\\/\\/jobs.51job.com\\/beijing\\/50525784.ht...   \n",
       "40  https:\\/\\/jobs.51job.com\\/suzhou-gyyq\\/1002266...   \n",
       "41  https:\\/\\/jobs.51job.com\\/shanghai-ypq\\/120115...   \n",
       "42  https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/125442...   \n",
       "43  https:\\/\\/jobs.51job.com\\/shanghai-cnq\\/120279...   \n",
       "44  https:\\/\\/jobs.51job.com\\/suzhou-gxq\\/13189776...   \n",
       "45  https:\\/\\/jobs.51job.com\\/changsha-ylq\\/121270...   \n",
       "46  https:\\/\\/jobs.51job.com\\/nanjing-yhtq\\/131344...   \n",
       "47  https:\\/\\/jobs.51job.com\\/shenzhen\\/126393443....   \n",
       "48  https:\\/\\/jobs.51job.com\\/chengdu\\/129162226.h...   \n",
       "49  https:\\/\\/jobs.51job.com\\/fuzhou-csq\\/10309419...   \n",
       "\n",
       "                      attribute_text companyind_text            issuedate  \n",
       "0              [广州, 5-7年经验, 大专, 招1人]            网络游戏  2021-05-22 12:10:16  \n",
       "1              [异地招聘, 无需经验, 大专, 招2人]            网络游戏  2021-05-22 04:00:53  \n",
       "2           [广州-天河区, 2年经验, 大专, 招若干人]            网络游戏  2021-05-22 04:00:53  \n",
       "3          [深圳-宝安区, 3-4年经验, 本科, 招1人]            网络游戏  2021-05-22 04:00:53  \n",
       "4                [苏州, 1年经验, 大专, 招3人]            网络游戏  2021-05-22 04:00:53  \n",
       "5         [上海-徐汇区, 3-4年经验, 大专, 招若干人]            网络游戏  2021-05-22 04:00:53  \n",
       "6          [苏州-工业园区, 2年经验, 大专, 招若干人]            网络游戏  2021-04-08 14:50:23  \n",
       "7          [广州-天河区, 5-7年经验, 大专, 招1人]            网络游戏  2021-05-22 11:19:59  \n",
       "8          [武汉-洪山区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-21 10:54:08  \n",
       "9           [广州-海珠区, 无需经验, 本科, 招若干人]            网络游戏  2021-05-19 19:00:42  \n",
       "10         [广州-天河区, 5-7年经验, 本科, 招1人]            网络游戏  2021-05-17 10:16:03  \n",
       "11         [广州-天河区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-22 15:00:39  \n",
       "12         [广州-海珠区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-22 14:38:16  \n",
       "13         [广州-天河区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-22 12:32:32  \n",
       "14          [深圳-宝安区, 1年经验, 大专, 招若干人]            网络游戏  2021-05-22 04:00:53  \n",
       "15  [武汉-东湖新技术产业开发区, 5-7年经验, 本科, 招2人]            网络游戏  2021-05-22 04:00:53  \n",
       "16        [广州-天河区, 3-4年经验, 大专, 招若干人]            网络游戏  2021-05-21 18:08:41  \n",
       "17               [福州, 1年经验, 大专, 招2人]            网络游戏  2021-05-21 16:16:51  \n",
       "18                [南京, 3-4年经验, 招若干人]            网络游戏  2021-05-21 16:00:01  \n",
       "19         [上海-闵行区, 5-7年经验, 本科, 招1人]            网络游戏  2021-05-21 15:49:05  \n",
       "20            [珠海, 3-4年经验, 本科, 招若干人]       互联网\\/电子商务  2021-05-21 15:18:14  \n",
       "21         [上海-嘉定区, 3-4年经验, 本科, 招1人]            网络游戏  2021-05-21 14:20:22  \n",
       "22         [上海-徐汇区, 3-4年经验, 本科, 招2人]            网络游戏  2021-05-21 14:19:49  \n",
       "23        [上海-徐汇区, 3-4年经验, 本科, 招若干人]            网络游戏  2021-05-21 13:37:34  \n",
       "24             [上海, 3-4年经验, 本科, 招2人]            网络游戏  2021-05-21 10:33:29  \n",
       "25         [广州-天河区, 3-4年经验, 本科, 招1人]            网络游戏  2021-05-21 10:27:10  \n",
       "26                    [上海-松江区, 招若干人]            网络游戏  2021-05-21 10:07:48  \n",
       "27       [苏州-工业园区, 3-4年经验, 大专, 招若干人]           计算机软件  2021-05-21 10:04:47  \n",
       "28         [广州-天河区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-21 10:00:14  \n",
       "29              [上海-浦东新区, 2年经验, 招1人]            网络游戏  2021-05-21 09:55:54  \n",
       "30         [广州-天河区, 3-4年经验, 本科, 招1人]            网络游戏  2021-05-21 09:51:51  \n",
       "31         [成都-高新区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-21 09:37:52  \n",
       "32          [广州-天河区, 1年经验, 本科, 招若干人]            网络游戏  2021-05-21 09:37:31  \n",
       "33         [上海-徐汇区, 3-4年经验, 本科, 招1人]            网络游戏  2021-05-21 09:30:46  \n",
       "34         [深圳-福田区, 5-7年经验, 本科, 招1人]            网络游戏  2021-05-21 09:13:43  \n",
       "35             [异地招聘, 2年经验, 大专, 招2人]            网络游戏  2021-05-21 08:35:11  \n",
       "36           [南京-浦口区, 2年经验, 大专, 招3人]            网络游戏  2021-05-20 17:47:16  \n",
       "37        [上海-浦东新区, 5-7年经验, 本科, 招1人]            网络游戏  2021-05-20 16:33:38  \n",
       "38          [上海-静安区, 2年经验, 本科, 招若干人]            网络游戏  2021-05-20 15:16:00  \n",
       "39               [北京, 1年经验, 大专, 招3人]            网络游戏  2021-05-20 14:20:26  \n",
       "40        [苏州-工业园区, 3-4年经验, 本科, 招1人]           计算机软件  2021-05-20 09:55:47  \n",
       "41        [上海-杨浦区, 3-4年经验, 本科, 招若干人]            网络游戏  2021-05-19 14:53:47  \n",
       "42           [深圳-宝安区, 1年经验, 本科, 招3人]            网络游戏  2021-05-19 11:23:03  \n",
       "43         [上海-长宁区, 5-7年经验, 本科, 招1人]            网络游戏  2021-05-18 17:16:04  \n",
       "44             [异地招聘, 1年经验, 大专, 招1人]            网络游戏  2021-05-18 14:00:01  \n",
       "45         [长沙-岳麓区, 3-4年经验, 大专, 招1人]            网络游戏  2021-05-18 09:26:17  \n",
       "46          [南京-雨花台区, 2年经验, 大专, 招1人]           计算机软件  2021-05-14 16:33:02  \n",
       "47              [深圳, 1年经验, 本科, 招若干人]            网络游戏  2021-05-10 11:47:30  \n",
       "48               [成都, 2年经验, 本科, 招3人]            网络游戏  2021-05-10 10:03:07  \n",
       "49         [福州-仓山区, 3-4年经验, 本科, 招2人]            网络游戏  2021-05-06 13:43:47  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allpage = results['total_page']\n",
    "allpage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/000000,000000,7801,40,9,99,%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/000000,000000,7801,40,9,99,%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/000000,000000,7801,40,9,99,%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_split = URL.split(',')\n",
    "page_url_split = URL.split(',')[8].split('.')\n",
    "url_group = []\n",
    "\n",
    "for i in range(1,int(allpage)+1):\n",
    "    # 修改链接页数\n",
    "    page_url_split[0] = str(i)\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>资深系统策划</td>\n",
       "      <td>广州市方巨网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/121655688...</td>\n",
       "      <td>[广州, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 12:10:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>浙江杰游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shaoxing\\/124185832....</td>\n",
       "      <td>[异地招聘, 无需经验, 大专, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>战斗策划</td>\n",
       "      <td>万界（上海）网络股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>SLOTS游戏策划</td>\n",
       "      <td>深圳市前海环娱网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/128631...</td>\n",
       "      <td>[深圳-宝安区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>苏州风之力网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/suzhou\\/127461208.ht...</td>\n",
       "      <td>[苏州, 1年经验, 大专, 招3人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>10</td>\n",
       "      <td>海外棋牌游戏策划</td>\n",
       "      <td>深圳市嗨皮窝网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/122035...</td>\n",
       "      <td>[深圳-宝安区, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-04-27 18:00:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>11</td>\n",
       "      <td>游戏策划师</td>\n",
       "      <td>深圳市深游网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/131106...</td>\n",
       "      <td>[深圳-宝安区, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>12</td>\n",
       "      <td>2021校招-关卡策划</td>\n",
       "      <td>紫龙游戏</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-cnq\\/125692...</td>\n",
       "      <td>[上海-长宁区, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-04-01 14:03:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>13</td>\n",
       "      <td>主策划\\/执行制作人-DL</td>\n",
       "      <td>上海梦求网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-mhq\\/131322...</td>\n",
       "      <td>[上海-闵行区, 在校生\\/应届生, 大专, 招1人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-05-21 15:49:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>14</td>\n",
       "      <td>初级游戏策划</td>\n",
       "      <td>深圳市蜂鸟互动有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-nsq\\/127665...</td>\n",
       "      <td>[深圳-南山区, 无需经验, 大专, 招若干人]</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td>2021-04-26 14:07:16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>115 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index       job_name     company_name  \\\n",
       "0        0         资深系统策划    广州市方巨网络科技有限公司   \n",
       "1        1          游戏策划师     浙江杰游网络科技有限公司   \n",
       "2        2           战斗策划   万界（上海）网络股份有限公司   \n",
       "3        3      SLOTS游戏策划  深圳市前海环娱网络科技有限公司   \n",
       "4        4          游戏策划师    苏州风之力网络科技有限公司   \n",
       "..     ...            ...              ...   \n",
       "110     10       海外棋牌游戏策划   深圳市嗨皮窝网络科技有限公司   \n",
       "111     11          游戏策划师    深圳市深游网络科技有限公司   \n",
       "112     12    2021校招-关卡策划             紫龙游戏   \n",
       "113     13  主策划\\/执行制作人-DL     上海梦求网络科技有限公司   \n",
       "114     14         初级游戏策划      深圳市蜂鸟互动有限公司   \n",
       "\n",
       "                                              job_href  \\\n",
       "0    https:\\/\\/jobs.51job.com\\/guangzhou\\/121655688...   \n",
       "1    https:\\/\\/jobs.51job.com\\/shaoxing\\/124185832....   \n",
       "2    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "3    https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/128631...   \n",
       "4    https:\\/\\/jobs.51job.com\\/suzhou\\/127461208.ht...   \n",
       "..                                                 ...   \n",
       "110  https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/122035...   \n",
       "111  https:\\/\\/jobs.51job.com\\/shenzhen-baq\\/131106...   \n",
       "112  https:\\/\\/jobs.51job.com\\/shanghai-cnq\\/125692...   \n",
       "113  https:\\/\\/jobs.51job.com\\/shanghai-mhq\\/131322...   \n",
       "114  https:\\/\\/jobs.51job.com\\/shenzhen-nsq\\/127665...   \n",
       "\n",
       "                   attribute_text companyind_text            issuedate  \n",
       "0           [广州, 5-7年经验, 大专, 招1人]            网络游戏  2021-05-22 12:10:16  \n",
       "1           [异地招聘, 无需经验, 大专, 招2人]            网络游戏  2021-05-22 04:00:53  \n",
       "2        [广州-天河区, 2年经验, 大专, 招若干人]            网络游戏  2021-05-22 04:00:53  \n",
       "3       [深圳-宝安区, 3-4年经验, 本科, 招1人]            网络游戏  2021-05-22 04:00:53  \n",
       "4             [苏州, 1年经验, 大专, 招3人]            网络游戏  2021-05-22 04:00:53  \n",
       "..                            ...             ...                  ...  \n",
       "110     [深圳-宝安区, 5-7年经验, 大专, 招1人]            网络游戏  2021-04-27 18:00:12  \n",
       "111  [深圳-宝安区, 在校生\\/应届生, 本科, 招若干人]            网络游戏  2021-05-22 04:00:53  \n",
       "112   [上海-长宁区, 在校生\\/应届生, 本科, 招2人]            网络游戏  2021-04-01 14:03:49  \n",
       "113   [上海-闵行区, 在校生\\/应届生, 大专, 招1人]            网络游戏  2021-05-21 15:49:05  \n",
       "114      [深圳-南山区, 无需经验, 大专, 招若干人]            网络游戏  2021-04-26 14:07:16  \n",
       "\n",
       "[115 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all1 = pd.concat(list_df).reset_index()\n",
    "display(df_all1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_all1.to_excel(\"前程无忧网络游戏职位信息.xlsx\", sheet_name='职位列表页')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 详细页内容获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "from random import random\n",
    "time.sleep(3+4*random())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_all' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-33-09310e416f61>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mhref_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_all\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job_href'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mhref_list\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_all' is not defined"
     ]
    }
   ],
   "source": [
    "href_list = df_all['job_href'].tolist()\n",
    "href_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "href_list_accurate = [i.replace('\\\\','') for i in href_list]\n",
    "href_list_accurate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "detail_df = {}\n",
    "total_df = []\n",
    "for i in href_list_accurate[:25]:\n",
    "    r = session.get(i)\n",
    "    职位信息_xpath = '//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    职位名称_xpath = '//div[@class=\"cn\"]/h1/@title'\n",
    "    职位信息 = r.html.xpath(职位信息_xpath)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    职位名称 = r.html.xpath(职位名称_xpath)\n",
    "    detail_df[\"职位名称\"] = 职位名称\n",
    "    detail_df[\"职位信息\"] = 职位信息_合并\n",
    "    detail_df[\"链接\"] = i\n",
    "    df = pd.DataFrame(detail_df)\n",
    "    total_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_all = pd.concat(total_df)\n",
    "df_all.head(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_all.to_excel(\"前程无忧网络游戏职位表.xlsx\", sheet_name='职位信息详细页')\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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   "base_numbering": 1,
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   "title_cell": "Table of Contents",
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